Semiconductor Device

Abstract

Provided is a semiconductor device having a novel configuration. This semiconductor device includes a digital calculator, an analog calculator, a first memory circuit, and a second memory circuit. The analog calculator, the first memory circuit, and the second memory circuit each include a transistor having an oxide semiconductor in a channel formation region. The first memory circuit has the function of supplying first weight data as digital data to the digital calculator, and the digital calculator has the function of performing a product-sum operation using the first weight data. The second memory circuit has the function of supplying second weight data as analog data to the analog calculator, and the analog calculator has the function of performing a product-sum operation using the second weight data. In at least one of the transistors that are provided respectively to the analog calculator and to the second memory circuit, and that each have an oxide semiconductor in the channel formation region thereof, a current quantity flowing in between a source and a drain is a current quantity that flows when the relevant transistor is running in a sub-threshold region.

Description

[Technical field]

[0001] This specification describes semiconductor devices and the like.

[0002] Note that one embodiment of the present invention is not limited to the above technical field. Examples of the technical field of one embodiment of the present invention disclosed in this specification and the like include a semiconductor device, an imaging device, a display device, a light-emitting device, a power storage device, a memory device, a display system, an electronic device, a lighting device, an input device, an input / output device, a driving method thereof, or a manufacturing method thereof. [Background technology]

[0003] Electronic devices having semiconductor devices including a CPU (Central Processing Unit) and the like are in widespread use. In order to process a large amount of data at high speed in such electronic devices, there has been active technological development to improve the performance of the semiconductor devices. One technology that achieves high performance is, for example, the so-called SoC (System on Chip) in which an accelerator such as a GPU (Graphics Processing Unit) is tightly coupled with a CPU. In a semiconductor device with high performance due to the SoC, heat generation and increased power consumption become problems.

[0004] In AI (Artificial Intelligence) technology, the amount of calculations and the number of parameters become enormous, so the amount of calculations increases. Since the increase in the amount of calculations leads to an increase in heat generation and power consumption, architectures for reducing the amount of calculations have been actively proposed. Representative architectures include the Binary Neural Network (BNN) and the Ternary Neural Network (TNN), which are particularly effective in reducing circuit scale and power consumption (see, for example, Patent Document 1). [Prior art documents] [Patent documents]

[0005] [Patent Document 1] International Publication No. 2019 / 078924 Summary of the Invention [Problem to be solved by the invention]

[0006] In AI technology calculations, multiplication and accumulation operations using weight data and input data are repeated an enormous number of times, so there is a demand for faster calculation processing. A memory cell array needs to store a large amount of weight data and intermediate data. In a memory cell array that stores a large amount of weight data and intermediate data, the weight data and intermediate data are read out to the calculation circuit via bit lines. As the frequency of reading weight data and intermediate data increases, the bandwidth between the memory cell array and the calculation circuit can become a limiting factor in the operating speed.

[0007] Increasing the number of parallel wires between the memory cell array and the arithmetic circuit allows the memory cell array and the arithmetic circuit to be connected with a high bandwidth, which is advantageous for speeding up arithmetic processing. However, since the number of wires between the arithmetic circuit and the memory cell array increases, there is a risk that the area of ​​the peripheral circuit will increase significantly.

[0008] Furthermore, in AI technology calculations, reducing the charging and discharging energy of bit lines is important in achieving low power consumption.

[0009] In order to reduce the charge and discharge energy of the bit line, it is effective to shorten the bit line. However, since the arithmetic circuit and the memory cell array are arranged alternately, there is a risk that the area of ​​the peripheral circuit will increase significantly. In addition, there is a technology for vertically integrating transistors using a bonding technique, etc., in order to shorten the bit line. However, in the bonding technique, the spacing between the connection parts for electrical connection is large, so there is a risk that the parasitic capacitance will increase and the charge and discharge energy will not be reduced.

[0010] An object of one embodiment of the present invention is to provide a semiconductor device with low power consumption.Another object of one embodiment of the present invention is to provide a semiconductor device with improved arithmetic processing speed.Another object of one embodiment of the present invention is to provide a semiconductor device with improved arithmetic accuracy.Another object of one embodiment of the present invention is to provide a miniaturized semiconductor device.Another object of one embodiment of the present invention is to provide a semiconductor device with a novel structure.

[0011] Note that one embodiment of the present invention does not necessarily have to solve all of the above problems, but only needs to solve at least one of the problems. Furthermore, the description of the above problems does not preclude the existence of other problems. Problems other than these will become apparent from the description in the specification, claims, drawings, etc., and other problems can be extracted from the description in the specification, claims, drawings, etc. [Means for solving the problem]

[0012] One embodiment of the present invention is a semiconductor device including a digital computing unit, an analog computing unit, a first memory circuit, and a second memory circuit, wherein the analog computing unit, the first memory circuit, and the second memory circuit each include a transistor having an oxide semiconductor in a channel formation region, the first memory circuit has a function of supplying first weight data as digital data to the digital computing unit, the digital computing unit has a function of performing a product-sum operation using the first weight data, the second memory circuit has a function of supplying second weight data as analog data to the analog computing unit, and the analog computing unit has a function of performing a product-sum operation using the second weight data, and an amount of current flowing between a source and a drain of at least one of the transistors having an oxide semiconductor in a channel formation region included in the analog computing unit and the second memory circuit is an amount of current flowing when the transistor operates in a subthreshold region.

[0013] In the above, the digital computing unit may be configured to be in a non-operating state while the analog computing unit is operating, and the analog computing unit may be configured to be in a non-operating state while the digital computing unit is operating.

[0014] In the above, it is preferable that the digital calculator performs a convolution operation, and in the above, it is preferable that the analog calculator performs a full-connection operation.

[0015] In the above, it is preferable that the digital computing unit includes a transistor having silicon in a channel formation region. Also, in the above, it is preferable that the digital computing unit is provided in a first layer, the analog computing unit, the first memory circuit, and the second memory circuit are provided in a second layer, and the second layer is provided on the first layer. Also, in the above, it is preferable that the first memory circuit is provided so as to overlap the digital computing unit.

[0016] Other aspects of the present invention will be described in the following embodiment and in the drawings. Effect of the Invention

[0017] One embodiment of the present invention can provide a semiconductor device with low power consumption. Another embodiment of the present invention can provide a semiconductor device with improved arithmetic processing speed. Another embodiment of the present invention can provide a semiconductor device with improved arithmetic accuracy. Another embodiment of the present invention can provide a miniaturized semiconductor device. Another embodiment of the present invention can provide a semiconductor device with a novel structure.

[0018] The description of multiple effects does not preclude the existence of other effects. In addition, one embodiment of the present invention does not necessarily have all of the exemplified effects. In addition, problems, effects, and novel features other than those described above regarding one embodiment of the present invention will become apparent from the description and drawings in this specification. [Brief description of the drawings]

[0019] 1A and 1B are diagrams illustrating a configuration example of a semiconductor device. 2A and 2B are diagrams illustrating a configuration example of a semiconductor device. 3A and 3B are diagrams illustrating a configuration example of a semiconductor device. FIG. 4 is a diagram illustrating a configuration example of a semiconductor device. 5A and 5B are diagrams illustrating a configuration example of a semiconductor device. 6A and 6B are diagrams illustrating a configuration example of a semiconductor device. 7A and 7B are diagrams illustrating a configuration example of a semiconductor device. FIG. 8 is a diagram illustrating a configuration example of a semiconductor device. 9A and 9B are diagrams illustrating a configuration example of a semiconductor device. 10A and 10B are diagrams illustrating a configuration example of a semiconductor device. 11A, 11B, and 11C are diagrams for explaining configuration examples of a semiconductor device. FIG. 12 is a diagram illustrating a configuration example of a semiconductor device. FIG. 13 is a diagram illustrating a configuration example of a semiconductor device. 14A and 14B are diagrams illustrating a configuration example of a semiconductor device. 15A and 15B are diagrams illustrating a configuration example of a semiconductor device. 16A and 16B are diagrams illustrating a configuration example of a semiconductor device. 17A and 17B are diagrams illustrating a configuration example of a semiconductor device. FIG. 18 is a diagram illustrating an example of the configuration of a computation system. FIG. 19 is a diagram illustrating an example of the configuration of a CPU. 20A and 20B are diagrams for explaining an example of the configuration of a CPU. FIG. 21 is a schematic cross-sectional view showing a configuration example of a semiconductor device. 22A to 22C are schematic cross-sectional views showing configuration examples of transistors. FIG. 23 is a schematic cross-sectional view showing a configuration example of a semiconductor device. 24A and 24B are schematic cross-sectional views showing configuration examples of a transistor. FIG. 25 is a schematic cross-sectional view illustrating a configuration example of a transistor. FIG. 26A is a diagram for explaining the classification of IGZO crystal structures, FIG. 26B is a diagram for explaining the XRD spectrum of crystalline IGZO, and FIG. 26C is a diagram for explaining the ultrafine electron beam diffraction pattern of crystalline IGZO. FIG. 27A is a perspective view showing an example of a semiconductor wafer, FIG. 27B is a perspective view showing an example of a chip, and FIGS. 27C and 27D are perspective views showing an example of an electronic component. FIG. 28 is a perspective view illustrating an example of an electronic device. 29A to 29C are perspective views showing an example of an electronic device. DETAILED DESCRIPTION OF THE PREFERRED EMBODIMENTS

[0020] The following describes an embodiment of the present invention. However, one embodiment of the present invention is not limited to the following description, and it will be easily understood by those skilled in the art that the embodiment and details can be modified in various ways without departing from the spirit and scope of the present invention. Therefore, one embodiment of the present invention should not be interpreted as being limited to the description of the embodiment shown below.

[0021] In this specification, the ordinal numbers "first," "second," and "third" are used to avoid confusion of components. Therefore, they do not limit the number of components. Furthermore, they do not limit the order of the components. For example, a component referred to as "first" in one embodiment of this specification may be a component referred to as "second" in another embodiment or in the claims. For example, a component referred to as "first" in one embodiment of this specification may be omitted in another embodiment or in the claims.

[0022] In the drawings, the same elements or elements having similar functions, elements made of the same material, or elements formed at the same time may be given the same reference numerals, and repeated description thereof may be omitted.

[0023] In this specification, for example, the power supply potential VDD may be abbreviated to potential VDD, VDD, etc. This also applies to other components (for example, signals, voltages, circuits, elements, electrodes, wiring, etc.).

[0024] Furthermore, when the same reference symbol is used for multiple elements, particularly when it is necessary to distinguish between them, identification symbols such as “_1”, “_2”, "[n]”, "[m,n]”, etc. may be added to the reference symbol. For example, the second wiring GL is written as wiring GL[2].

[0025] (Embodiment 1) The structure, operation, and the like of a semiconductor device according to one embodiment of the present invention will be described.

[0026] In this specification and the like, a semiconductor device refers to any device that can function by utilizing semiconductor characteristics. Semiconductor elements such as transistors, semiconductor circuits, arithmetic devices, and memory devices are all embodiments of semiconductor devices. Display devices (such as liquid crystal display devices and light-emitting display devices), projection devices, lighting devices, electro-optical devices, power storage devices, memory devices, semiconductor circuits, imaging devices, electronic devices, and the like may be considered to include semiconductor devices.

[0027] 1A and 1B are diagrams illustrating a semiconductor device 100 according to one embodiment of the present invention.

[0028] The semiconductor device 100 includes a digital calculator 101, an analog calculator 102, an oxide semiconductor memory (OS memory) 103, and an oxide semiconductor memory (OS memory) 104. The digital calculator 101 preferably includes a transistor having silicon in a channel formation region (Si transistor). The analog calculator 102 preferably includes a transistor having an oxide semiconductor in a channel formation region (OS transistor). The oxide semiconductor memory 103 and the oxide semiconductor memory 104 each include an OS transistor.

[0029] The semiconductor device 100 functions as an accelerator capable of processing multiply-and-accumulate operations, and can selectively use the digital computing unit 101 and the analog computing unit 102 depending on the type of operation. Fig. 1A shows a state in which the digital computing unit 101 is operating, and Fig. 1B shows a state in which the analog computing unit 102 is operating. As shown in Fig. 1A, the analog computing unit 102 is in a non-operating state while the digital computing unit 101 is operating. Also, as shown in Fig. 1B, the digital computing unit 101 is in a non-operating state while the analog computing unit 102 is operating.

[0030] 1A, the digital calculator 101 performs a multiplication and accumulation operation using the weight data W1 input from the oxide semiconductor memory 103 and the input data A1, and outputs the result as the output data MAC1. The weight data W1 output from the oxide semiconductor memory 103 is output as digital data.

[0031] Here, the OS transistor provided in the oxide semiconductor memory 103 has an extremely small current flowing between a source and a drain in an off state, that is, a very small leakage current. The oxide semiconductor memory 103 can be used as a nonvolatile memory by holding charge according to data in a memory circuit using the extremely small leakage current characteristic.

[0032] Furthermore, it is preferable to provide the oxide semiconductor memory 103 with a memory circuit capable of reading stored data without destroying it (non-destructive readout). This allows the processing using the same weight data to be repeated at a high arithmetic processing speed. This allows the parallel processing of the product-sum calculation of the neural network, which repeats the data read operation many times, to be performed at a high speed.

[0033] Moreover, it is preferable that the input data A1 and the weight data W1 are digital data that is resistant to noise in the digital computing unit 101. This allows the digital computing unit 101 to perform highly accurate arithmetic processing.

[0034] By using the oxide semiconductor memory 103 and the digital computing unit 101 as described above, the semiconductor device 100 can perform highly accurate and high performance arithmetic processing. Therefore, the semiconductor device 100 can efficiently perform processing using the same weight data, such as a convolutional neural network. Note that detailed configurations and specific examples of the oxide semiconductor memory 103 and the digital computing unit 101 will be described in the embodiments described later.

[0035] 1B, the analog calculator 102 performs a multiply-and-accumulate operation using the weight data W2 input from the oxide semiconductor memory 104 and the input data A2, and outputs the result as output data MAC2. Here, the weight data W2 output from the oxide semiconductor memory 104 is output as analog data.

[0036] The analog computing unit 102 can perform multiplication using a translinear principle that utilizes the subthreshold region. Here, the OS transistors used in the analog computing unit 102 and the oxide semiconductor memory 104 have a lower off-state current than Si transistors and can operate in a wider range of gate voltages in the subthreshold region. Thus, in the analog computing unit 102 and the oxide semiconductor memory 104, the OS transistors can be operated in the subthreshold region with a small current value relatively easily.

[0037] By operating the OS transistor in the subthreshold region where the current value is small, the power consumption of the analog computing unit 102 and the oxide semiconductor memory 104 can be reduced. In AI technology calculations, multiply-and-accumulate operations using weight data and input data are repeated an enormous number of times, resulting in a huge amount of power consumption. In particular, power consumption is significantly high in fully connected calculations in which weight data is frequently rewritten. In response to this, power consumption can be effectively reduced by operating the analog computing unit 102 and the oxide semiconductor memory 104 in the subthreshold region.

[0038] By using the oxide semiconductor memory 104 and the analog computing unit 102 as described above, the semiconductor device 100 can perform arithmetic processing with low power consumption. Therefore, the semiconductor device 100 can perform arithmetic processing in which weight data is frequently rewritten, such as a fully connected calculation, in a power-efficient manner. Note that detailed configurations and specific examples of the oxide semiconductor memory 104 and the analog computing unit 102 will be described in the embodiments described later.

[0039] As described above, the semiconductor device 100 described in this embodiment can operate the digital computing unit 101 when performing repeated arithmetic processing using the same weight data, and can operate the analog computing unit 102 when frequently rewriting the weight data. By using the digital computing unit 101 and the analog computing unit 102 in this manner, arithmetic processing with high accuracy, high performance, and low power consumption can be performed as a whole.

[0040] The semiconductor device 100 described in this embodiment can also process a plurality of calculations in parallel. When the plurality of calculations includes a repetitive calculation using the same weight data and a calculation in which the weight data is frequently rewritten, the digital calculator 101 and the analog calculator 102 may be operated in parallel. That is, the repetitive calculation using the same weight data can be processed by the digital calculator 101, while the calculation in which the weight data is frequently rewritten can be processed by the analog calculator 102 in parallel. For example, when performing calculations using a Convolutional Neural Network (CNN) model, the analog calculator 102 can process a fully connected calculation, while the digital calculator 101 can perform the next convolution calculation in parallel.

[0041] Next, the arrangement of the digital computing unit 101, the analog computing unit 102, the oxide semiconductor memory 103, and the oxide semiconductor memory 104 in the semiconductor device 100 will be described with reference to FIGS. 2A and 2B. FIG.

[0042] 2A shows an example in which a digital computing unit 101 is formed on a silicon substrate, and an analog computing unit 102, an oxide semiconductor memory 103, and an oxide semiconductor memory 104 are arranged on the digital computing unit 101. In FIG. 2A, an xy plane is set approximately parallel to the upper surface of the silicon substrate, and an element layer in which the analog computing unit 102, the oxide semiconductor memory 103, and the oxide semiconductor memory 104 are formed is provided above in the z-axis direction. With this configuration, it is possible to achieve high integration of the semiconductor device 100 functioning as an accelerator, and to improve the arithmetic processing speed per unit area. This also makes it possible to reduce the size of the semiconductor device 100.

[0043] 2A, it is preferable to provide an oxide semiconductor memory 103 superimposed on the digital computing unit 101. With such a configuration, the length of the wiring electrically connecting the oxide semiconductor memory 103 and the digital computing unit 101 can be shortened. As a result, the processing speed when rewriting the weight data of the digital computing unit 101 can be improved, and the power consumption in the processing can be reduced.

[0044] The arrangement of the components of the semiconductor device 100 described in this embodiment is not limited to the arrangement shown in Fig. 2A. For example, as shown in Fig. 2B, an element layer forming the analog computing unit 102 and the oxide semiconductor memory 104 may be stacked over an element layer forming the oxide semiconductor memory 103. With such a configuration, the semiconductor device 100 can be further miniaturized.

[0045] In the above, a configuration in which Si transistors are used for the digital computing unit 101 has been shown, but the present embodiment is not limited to this, and a configuration in which Si transistors are used for the analog computing unit 102 may also be used.

[0046] In the above description, a configuration has been shown in which Si transistors are used in the digital computing unit 101 and OS transistors are used in the analog computing unit 102, but the present embodiment is not limited to this. For example, a configuration may be used in which OS transistors are used in both the digital computing unit 101 and the analog computing unit 102.

[0047] 3A, an oxide semiconductor calculator (OS Calculator) 105 and an oxide semiconductor memory (OS Memory) 106 can be arranged on a silicon circuit (Si Circuit) 107. Here, the oxide semiconductor calculator 105 is a calculator formed of OS transistors, and a digital calculator and an analog calculator are mixed. The oxide semiconductor memory 106 has a function of supplying weight data to the oxide semiconductor calculator 105. The silicon circuit 107 may have any function, and may function as, for example, a drive circuit, a read circuit, a memory circuit, a calculator, or the like.

[0048] As shown in FIG. 3A, an element layer forming an oxide semiconductor arithmetic unit 105 and an oxide semiconductor memory 106 is provided on a silicon substrate.

[0049] The arrangement of the components of the semiconductor device 100 described in this embodiment is not limited to the arrangement shown in Fig. 3A. For example, as shown in Fig. 3B, an element layer for forming the oxide semiconductor memory 106 may be stacked on an element layer for forming the oxide semiconductor arithmetic unit 105. With such a configuration, the semiconductor device 100 functioning as an accelerator can be highly integrated and the arithmetic processing speed per unit area can be improved. This also makes it possible to miniaturize the semiconductor device 100.

[0050] 4, the semiconductor device 100 can be configured as a semiconductor device having a CPU 110 and a bus 120. With such a configuration, a part of the calculation of a program executed by the CPU 110 can be executed by the semiconductor device 100 functioning as an accelerator.

[0051] The CPU 110 has a function of performing general-purpose processing, such as at least one of running an operating system, controlling data, performing various calculations, and executing programs. Here, the CPU 110 has a CPU core 200 and a backup circuit 222. The CPU core 200 corresponds to one or more CPU cores.

[0052] The backup circuit 222 allows the CPU 110 to retain data in the CPU core 200 even if the supply of power supply voltage is stopped. The supply of power supply voltage can be controlled by electrically disconnecting it from the power supply domain using a power switch or the like. As the backup circuit 222, for example, an OS memory having an OS transistor is suitable.

[0053] Furthermore, the bus 120 electrically connects the CPU 110 and the semiconductor device 100 functioning as an accelerator. That is, the CPU 110 and the semiconductor device 100 functioning as an accelerator can transmit data via the bus 120.

[0054] The detailed configurations of the CPU 110, the CPU core 200, the backup circuit 222, and the bus 120 will be described in the embodiments described later.

[0055] As described above, one embodiment of the present invention can provide a semiconductor device with low power consumption. Alternatively, one embodiment of the present invention can provide a semiconductor device with improved arithmetic processing speed. Alternatively, one embodiment of the present invention can provide a semiconductor device with improved arithmetic accuracy. Alternatively, one embodiment of the present invention can provide a miniaturized semiconductor device.

[0056] Note that this embodiment mode can be appropriately combined with other embodiment modes described in this specification.

[0057] (Embodiment 2) In this embodiment, a configuration and an operation of part of the semiconductor device 100 shown in the previous embodiment will be described.

[0058] 5A is a diagram illustrating a semiconductor device 10 according to one embodiment of the present invention. Here, the semiconductor device 10 is a part of a semiconductor device 100 and includes a digital computing unit 101 and an oxide semiconductor memory 103, which are described in the above embodiment.

[0059] The semiconductor device 10 has a function as an accelerator that executes a program (also called a kernel or a kernel program) called from a host program. The semiconductor device 10 can perform, for example, parallel processing of matrix operations in graphic processing, parallel processing of product-sum operations in neural networks, and parallel processing of floating-point operations in scientific and technological calculations.

[0060] The semiconductor device 10 includes a memory circuit portion 20 (also referred to as a memory cell array), an arithmetic circuit 30, and a switching circuit 40. Here, the arithmetic circuit 30 corresponds to the digital arithmetic unit 101 described in the above embodiment, and the memory circuit portion 20 corresponds to the oxide semiconductor memory 103 described in the above embodiment. The arithmetic circuit 30 and the switching circuit 40 are provided in a layer 11 having transistors in an xy plane in the drawing. The memory circuit portion 20 is provided in a layer 12 having transistors in an xy plane in the drawing.

[0061] The layer 11 includes a transistor having silicon in a channel formation region (a Si transistor). The layer 12 includes a transistor having an oxide semiconductor in a channel formation region (an OS transistor). The layers 11 and 12 are provided in different layers in a direction substantially perpendicular to the xy plane (the z direction in FIG. 5A). Thus, the semiconductor device 10 shown in FIG. 5B has a stacked structure similar to that of the digital computing unit 101 and the oxide semiconductor memory 103 shown in FIG. 2A or 2B.

[0062] The memory circuit unit 20, which is made up of OS transistors, can be stacked with the arithmetic circuit 30 and the switching circuit 40, which can be made up of Si transistors. That is, the memory circuit unit 20 is provided on the substrate on which the arithmetic circuit 30 and the switching circuit 40 are provided. Therefore, the memory circuit unit 20 can be arranged without increasing the circuit area. By providing the memory circuit unit 20 in an area on the substrate on which the arithmetic circuit 30 and the switching circuit 40 are provided, it is possible to increase the storage capacity required for the arithmetic processing in the semiconductor device 10 functioning as an accelerator, compared to a case in which the memory circuit unit 20, the arithmetic circuit 30, and the switching circuit 40 are arranged on the same layer. By increasing the storage capacity, it is possible to reduce the number of times data required for the arithmetic processing is transferred from an external storage device to the semiconductor device, thereby achieving low power consumption.

[0063] The memory circuit unit 20 is illustrated as an example of a plurality of memory circuit units 20_1 to 20_4. Each memory circuit unit has a plurality of memory circuits 21. In each of the memory circuit units 20_1 to 20_4, the plurality of memory circuits 21 are connected to the switching circuit 40 via wirings LBL_1 to LBL_4 (also referred to as local bit lines or read bit lines) as illustrated in FIG. 5A.

[0064] The memory circuit 21 may have a NOSRAM circuit configuration. "NOSRAM (registered trademark)" is an abbreviation for "Nonvolatile Oxide Semiconductor RAM." NOSRAM refers to a memory in which the memory cells are two-transistor (2T) or three-transistor (3T) gain cells and the access transistors are OS transistors. The memory circuit 21 is a memory composed of OS transistors. The layer 12 having the memory circuit 21 may be stacked on the layer 11 having the arithmetic circuit 30 and the switching circuit 40. Since the memory circuit section 20 having the memory circuit 21 is provided on the layer 11 having the arithmetic circuit 30 and the switching circuit 40, it is possible to reduce the area overhead caused by having the memory circuit section 20.

[0065] In addition, OS transistors have an extremely small leakage current, which is the current that flows between the source and drain when they are off. NOSRAM can be used as a non-volatile memory by using its extremely small leakage current characteristic to retain a charge corresponding to the data within the memory circuit. NOSRAM in particular can read the retained data without destroying it (non-destructive readout), making it suitable for parallel processing of product-sum operations in neural networks, which repeat data read operations many times.

[0066] The memory circuit 21 is preferably a memory having an OS transistor such as NOSRAM or DOSRAM (hereinafter also referred to as an OS memory). Since the band gap of a metal oxide functioning as an oxide semiconductor is 2.5 eV or more, the OS transistor has a very small off-current. For example, when the source-drain voltage is 3.5 V and the temperature is at room temperature (25° C.), the off-current per 1 μm of channel width is 1×10 -20 Less than A, 1×10 -22 Less than A or 1×10 -24 The amount of charge leaked from the retention node through the OS transistor in the OS memory can be made smaller than A. Therefore, the OS memory can function as a nonvolatile memory circuit, which enables power gating of the semiconductor device 10.

[0067] A semiconductor device in which transistors are integrated at high density may generate heat due to the operation of the circuit. This heat increases the temperature of the transistor, which may change the characteristics of the transistor, causing a change in field-effect mobility or a decrease in operating frequency. OS transistors have higher heat resistance than Si transistors, so that the field-effect mobility is less likely to change due to temperature changes, and the operating frequency is also less likely to decrease. Furthermore, OS transistors tend to maintain the characteristic that the drain current increases exponentially with respect to the gate-source voltage, even when the temperature rises. Therefore, the use of OS transistors allows stable operation in high temperature environments.

[0068] Metal oxides applicable to OS transistors include Zn oxide, Zn-Sn oxide, Ga-Sn oxide, In-Ga oxide, In-Zn oxide, and In-M-Zn oxide (M is Ti, Ga, Y, Zr, La, Ce, Nd, Sn, or Hf). In particular, metal oxides using Ga as M are preferably used for OS transistors because they can be made into transistors with excellent electrical characteristics such as field effect mobility by adjusting the ratio of elements. In addition, the oxide containing indium and zinc may contain one or more elements selected from aluminum, gallium, yttrium, copper, vanadium, beryllium, boron, silicon, titanium, iron, nickel, germanium, zirconium, molybdenum, lanthanum, cerium, neodymium, hafnium, tantalum, tungsten, magnesium, and the like.

[0069] In order to improve the reliability and electrical characteristics of an OS transistor, the metal oxide applied to the semiconductor layer is preferably a metal oxide having a crystalline part, such as CAAC-OS, CAC-OS, or nc-OS. CAAC-OS is an abbreviation for c-axis-aligned crystalline oxide semiconductor. CAC-OS is an abbreviation for cloud-aligned composite oxide semiconductor. nc-OS is an abbreviation for nanocrystalline oxide semiconductor.

[0070] CAAC-OS has a c-axis orientation and a distorted crystal structure in which multiple nanocrystals are connected in the ab-plane direction. The distortion refers to a location where the lattice orientation changes between a region with a uniform lattice arrangement and a region with a different uniform lattice arrangement in the region where multiple nanocrystals are connected.

[0071] CAC-OS has the function of flowing electrons (or holes) that act as carriers, and the function of not flowing electrons that act as carriers. By separating the function of flowing electrons from the function of not flowing electrons, it is possible to maximize both functions. In other words, by using CAC-OS in the channel formation region of an OS transistor, it is possible to achieve both a high on-current and an extremely low off-current.

[0072] Metal oxides have a large band gap, electrons are less likely to be excited, and the effective mass of holes is large, so that OS transistors are less likely to experience avalanche breakdown and the like compared to general Si transistors. Therefore, for example, hot carrier degradation caused by avalanche breakdown can be suppressed. Suppressing hot carrier degradation allows OS transistors to be driven at a high drain voltage.

[0073] OS transistors are accumulation-type transistors that use electrons as majority carriers. Therefore, they are less susceptible to drain-induced barrier lowering (DIBL), which is one of the short-channel effects, compared to inversion-type transistors (typically, Si transistors) that have a pn junction. In other words, OS transistors have higher resistance to short-channel effects than Si transistors.

[0074] Because OS transistors have high resistance to short channel effects, their channel length can be reduced without degrading their reliability, and so their use can increase the degree of circuit integration. As the channel length is reduced, the drain electric field becomes stronger, but as mentioned above, OS transistors are less susceptible to avalanche breakdown than Si transistors.

[0075] In addition, because OS transistors have high resistance to short channel effects, it is possible to make the gate insulating film thicker than that of Si transistors. For example, even in a minute transistor with a channel length and width of 50 nm or less, it may be possible to provide a thick gate insulating film of about 10 nm. By making the gate insulating film thicker, the parasitic capacitance can be reduced, thereby improving the operating speed of the circuit. Furthermore, by making the gate insulating film thicker, the leakage current through the gate insulating film is reduced, which leads to a reduction in static current consumption.

[0076] As described above, the semiconductor device 10 can retain data even when the supply of power supply voltage is stopped by including the memory circuit 21, which is an OS memory. This enables power gating of the semiconductor device 10, and allows a significant reduction in power consumption.

[0077] The data stored in the memory circuit 21 is data (weight data) corresponding to weight parameters used in product-sum calculations of a neural network. By making the weight data digital data, a semiconductor device that is resistant to noise and capable of high-speed calculations can be obtained. The weight data may also be analog data. Since NOSRAM can hold analog potentials, the data can be appropriately converted into digital data for use. The memory circuit 21 capable of holding analog data can hold weight data with a high bit count without increasing the number of memory circuits.

[0078] The switching circuits 40_1 to 40_4 illustrated as an example of the switching circuit 40 have a function of selecting potentials of wirings LBL_1 to LBL_4 extending from each of the memory circuit portions 20_1 to 20_4 and transmitting the potentials to a wiring GBL (also referred to as a global bit line). The output terminals of the switching circuits 40_1 to 40_4 are connected to the wirings GBL. The switching circuits 40 need to prevent the output potentials of the selected switching circuit 40 and the non-selected switching circuits 40 from being simultaneously supplied with each other to prevent a through current from being generated. The switching circuit 40 can be, for example, a three-state buffer whose output potential state is controlled by a control signal. In this configuration example, the selected switching circuit buffers and outputs the input potential of the wiring GBL, and the output of the non-selected switching circuits has high impedance, so that the output potentials can be prevented from being simultaneously supplied. Note that the switching circuit 40 is preferably composed of a Si transistor. This configuration allows the connection state to be switched at high speed.

[0079] The arithmetic circuits 30_1 to 30_4 shown as examples of the arithmetic circuit 30 have a function of repeatedly executing the same processing, such as a multiply-and-accumulate operation. The input data and weight data input for the multiply-and-accumulate operation in the arithmetic circuit 30 are preferably digital data. Digital data is less susceptible to noise. Therefore, the arithmetic circuit 30 is suitable for performing arithmetic processing that requires highly accurate arithmetic results. The arithmetic circuit 30 is preferably composed of Si transistors. This configuration allows the arithmetic circuit 30 to be stacked with OS transistors.

[0080] The arithmetic circuits 30_1 to 30_4 are provided with weight data held in the memory circuit 21 via wirings LBL_1 to LBL_4 and a wiring GBL. 1 , A 2 , A 3 , A 4 The arithmetic circuits 30_1 to 30_4 perform a product-sum operation using the weight data held in the memory circuit 21 and input data input from the outside.

[0081] The weight data provided to the arithmetic circuits 30_1 to 30_4 is weight data selected in the memory circuit units 20_1 to 20_4, which is switched by the switching circuits 40_1 to 40_4 and provided via the wiring GBL. That is, the arithmetic circuits 30_1 to 30_4 can perform arithmetic processing using the same weight data, such as a product-sum operation. Therefore, the semiconductor device 10 according to one embodiment of the present invention can efficiently perform processing using the same weight data, such as a convolutional neural network.

[0082] In addition, the weight data provided to the arithmetic circuits 30_1 to 30_4 can be provided to the wiring GBL by switching the data previously provided to the wirings LBL_1 to LBL_4 by the switching circuits 40_1 to 40_4, so that the weight data provided to the wiring GBL can be switched at a speed corresponding to the electrical characteristics of a Si transistor. Therefore, even if it takes a long time to read the weight data from the memory circuit portions 20_1 to 20_4 to the wirings LBL_1 to LBL_4, the weight data can be switched at high speed for arithmetic processing by previously reading the weight data to the wirings LBL_1 to LBL_4.

[0083] The wiring LBL extending from the memory circuit unit 20 toward the switching circuit 40 is connected to the weight data W data This is the wiring for transmitting the weight data W from the layer 12 to the layer 11. data In order to read the data at high speed, it is preferable to shorten the wiring LBL. Also, it is preferable to shorten the wiring LBL in order to reduce the energy consumption associated with charging and discharging. In other words, it is preferable to dispose the switching circuits 40 in a dispersed manner in the xy plane of the layer 11 so as to be close to the wiring LBL (arrows extending in the z direction in the figure) that extends in the z direction.

[0084] The arithmetic circuits 30_1 to 30_4 are provided for each of the wirings LBL_1 to LBL_4, which are bit lines for reading the memory circuit 21, that is, for each column (Column-Parallel Calculation). This configuration allows data for the number of columns of the wirings LBL to be processed in parallel. Compared with multiplication and accumulation calculations using a CPU or GPU, Column-Parallel Calculation is not limited by the data bus size (32 bits, etc.), so it is possible to significantly increase the parallelism of calculations, thereby improving the calculation efficiency of massive calculations such as learning (deep learning) of deep neural networks, which are AI technology, and scientific and technological calculations that perform floating-point calculations. In addition, since the calculation of data output from the arithmetic circuit 30 can be completed and read out, it is possible to reduce the power generated by memory access (data transfer between the arithmetic circuit and memory, etc.), and suppress increases in heat generation and power consumption. Furthermore, by shortening the physical distance between the arithmetic circuit 30 and the memory circuit section 20, for example by stacking the wiring distance, the parasitic capacitance generated in the signal lines can be reduced, making it possible to reduce power consumption.

[0085] 6A, a block diagram including the semiconductor device 10 functioning as an AI accelerator, a CPU 110, and a bus 120 will be described. The CPU 110 and the bus 120 correspond to those shown in the previous embodiment.

[0086] 6A illustrates a CPU 110 and a bus 120 in addition to the semiconductor device 10 described in FIG. 5A and FIG. 5B. The CPU 110 has a CPU core 200 and a backup circuit 222. The semiconductor device 10 functioning as an accelerator illustrates a drive circuit 50, memory circuit units 20_1 to 20_N (N is a natural number of 2 or more), a memory circuit 21, a switching circuit 40, and arithmetic circuits 30_1 to 30_N.

[0087] The CPU 110 has a function of performing general-purpose processing such as running an operating system, controlling data, performing various calculations, and running programs. The CPU 110 has a CPU core 200. The CPU core 200 corresponds to one or more CPU cores. The CPU 110 also has a backup circuit 222 that can hold data in the CPU core 200 even if the supply of power supply voltage is stopped. The supply of power supply voltage can be controlled by electrically disconnecting it from the power supply domain using a power switch or the like. The power supply voltage is sometimes called a drive voltage. For example, an OS memory having an OS transistor is suitable as the backup circuit 222.

[0088] The backup circuit 222, which is configured with OS transistors, can be stacked with the CPU core 200, which can be configured with Si transistors. Since the area of ​​the backup circuit 222 is smaller than the area of ​​the CPU core 200, the backup circuit 222 can be arranged on the CPU core 200 without increasing the circuit area. The backup circuit 222 has a function of retaining data in a register of the CPU core 200. The backup circuit 222 is also called a data retention circuit. Details of the configuration of the CPU core 200 including the backup circuit 222 having OS transistors will also be described in the fifth embodiment.

[0089] The memory circuit units 20_1 to 20_N respectively receive the weight data W held in the memory circuit 21. 1 or W N The switching circuit 40 outputs the selected weight data to the weight data W via a line LBL (not shown). SEL The driving circuit 50 outputs the input data A to the arithmetic circuits 30_1 to 30_N via the input data lines. 1 or A N Output.

[0090] The driving circuit 50 has a function of outputting a signal for controlling writing and reading of weight data in the memory circuit units 20_1 to 20_N. The driving circuit 50 also has a function of providing input data to the arithmetic circuits 30_1 to 30_N to execute product-sum operations of the neural network, and a function of holding output data obtained by the product-sum operations of the neural network.

[0091] The bus 120 electrically connects the CPU 110 and the semiconductor device 10. That is, the CPU 110 and the semiconductor device 10 can transmit data via the bus 120.

[0092] FIG. 6B is a diagram for explaining the positional relationship of each component in the semiconductor device 10 shown in FIG. 6A when N is 6. In FIG.

[0093] The memory circuit units 20_1 to 20_6, which are configured with OS transistors, and the arithmetic circuits 30_1 to 30_6 are electrically connected via wirings LBL_1 to LBL_6 extending in a direction approximately perpendicular to the substrate surface on which the drive circuit 50, the switching circuit 40, and the arithmetic circuits 30_1 to 30_6 are provided. Note that "approximately perpendicular" refers to a state in which they are arranged at an angle of 85 degrees or more and 95 degrees or less. Note that in this specification, the X direction, Y direction, and Z direction illustrated in FIG. 6B and the like are directions that are orthogonal to or intersect with each other. Also, the X direction and the Y direction are parallel or approximately parallel to the substrate surface, and the Z direction is perpendicular or approximately perpendicular to the substrate surface.

[0094] Each of the memory circuit units 20_1 to 20_6 includes a memory circuit 21. The memory circuit units 20_1 to 20_6 may be referred to as device memories or shared memories. The memory circuit 21 includes a transistor 22. When a semiconductor layer 23 included in the transistor 22 is an oxide semiconductor (metal oxide), the memory circuit 21 can be configured using the above-described OS transistor.

[0095] The memory circuits 21 included in the memory circuit portions 20_1 to 20_6 are connected to wirings LBL_1 to LBL_6, respectively. The wirings LBL_1 to LBL_6 are connected to the switching circuit 40 via wirings extending in the z-direction. The switching circuit 40 is configured to amplify the potential of any one of the wirings LBL_1 to LBL_6 and transmit the amplified potential to the wiring GBL. With this configuration, the weight data provided to the wiring GBL can be switched at high speed by controlling the switching circuit 40.

[0096] The arithmetic circuits 30_1 to 30_6 receive weight data input via the wiring GBL and input data A given from the driving circuit 50 via an input data line. IN The calculation is performed based on the weight data. The memory circuit units 20_1 to 20_6 that hold the weight data can be arranged in the upper layer, so that the calculation circuits 30_1 to 30_6 can be arranged efficiently. Therefore, the input data lines extending from the driver circuit 50 can be shortened, and the semiconductor device 10 can be made to consume less power and operate at a higher speed.

[0097] Next, the advantages of the configuration of FIG. 6B will be described. For the sake of explanation, FIG. 7A shows each configuration of FIG. 6B in a block diagram. Note that the weight data W 1 or W 6 The following description will be given assuming that the weight data W is read out to the wirings LBL_1 to LBL_6. The switching circuit 40 will be described assuming that the switching circuits 40_1 to 40_6 are connected to the wirings LBL_1 to LBL_6. 1 or W 6 The weight data to be given to the wiring GBL is selected from the weight data W SEL The arithmetic circuits 30_1 to 30_6 are respectively supplied with input data A 1 or A 6 Given the output data MAC 1 ~MAC 6 This will be explained as obtaining

[0098] The wiring LBL_1 to LBL_6 extends in the vertical direction to connect the upper and lower layers. P is shorter than the wirings extending in the horizontal direction. Therefore, the parasitic capacitance of the wirings LBL_1 to LBL_6 can be reduced, and the charge required for charging and discharging the wirings can be reduced, resulting in low power consumption and improved computing efficiency. In addition, the readout from the memory circuit 21 to the wirings LBL_1 to LBL_6 can be performed at high speed.

[0099] The arithmetic circuits 30_1 to 30_6 can perform arithmetic processing using the same weight data through the wiring GBL. This configuration is suitable for arithmetic processing of a convolutional neural network that performs arithmetic processing using the same weight data.

[0100] FIG. 7B is an example of a circuit configuration applicable to the switching circuit 40 shown in FIG. 7A. The three-state buffer shown in FIG. 7B has a function of amplifying and transmitting the potential of the wiring LBL to the wiring GBL in response to a control signal EN. The switching circuit 40 can be regarded as a multiplexer. It has a function of selecting one of multiple input signals.

[0101] Fig. 8 shows a timing chart for explaining the operation of the configuration described in Fig. 7A. The semiconductor device 10 performs arithmetic processing in response to the toggle operation (e.g., times T1 to T7) of the clock signal CLK. By adopting a configuration that increases the frequency of the clock signal CLK, it is possible to speed up the arithmetic processing.

[0102] Input data A 1 or A 6 As shown in the figure, 1 a to A 1 11, A 2 a to A 2 11, A 3 a to A 3 11, A 4 a to A 4 11, A 5 a to A 5 11, A 6 a to A 6When switching is to be performed at high speed in response to the clock signal CLK, it is necessary to switch the data of the wiring GBL which provides the weight data at high speed.

[0103] In one embodiment of the present invention, the weight data selected from the wiring LBL to the wiring GBL is read out in advance to the wirings LBL_1 to LBL_6 by the switching circuit 40, so that the data of the wiring GBL to which the weight data is applied can be switched at high speed. For example, the weight data W 1 At time T6, the switching circuit 40 is switched to transmit the weight data W from the wiring LBL_1 to the wiring GBL. 1 From time T2 to T7 and even after time T7, the weight data can be switched according to the clock signal CLK by setting the time of reading the weight data to the wiring LBL and the time of selecting the weight data on the wiring GBL to be different.

[0104] FIG. 9A shows a specific example of the configuration of an arithmetic circuit. FIG. 9A illustrates an example of the configuration of an arithmetic circuit 30 that can perform product-sum calculations on input data of 8-bit weight data. FIG. 9A illustrates a multiplication circuit 24, an addition circuit 25, and a register 26. The 16-bit data multiplied by the multiplication circuit 24 is input to the addition circuit 25. The output of the addition circuit 25 is held in the register 26, and is added to the data multiplied by the multiplication circuit 24 by the addition circuit 25 to perform the product-sum calculation. The register is controlled by a clock signal CLK and a reset signal reset_B. Note that "α" in "17+α" in the figure indicates a carry that occurs when the multiplied data is added. With this configuration, the weight data W SEL and input data A IN It is possible to obtain output data MAC corresponding to a multiplication and accumulation operation with

[0105] In addition, although Fig. 9A has been described as a configuration in which arithmetic processing is performed using 8-bit data, one embodiment of the present invention can also be applied to a configuration in which 1-bit data is used. This configuration is illustrated in Fig. 9B, similarly to Fig. 9A. In the case of 1-bit data, arithmetic processing according to the number of bits may be performed, as illustrated in Fig. 9B.

[0106] Fig. 10A is a diagram for explaining an example of a circuit configuration applicable to the memory circuit section 20 of the semiconductor device 10 of the present invention. Fig. 10A illustrates write word lines WWL_1 to WWL_M, read word lines RWL_1 to RWL_M, write bit lines WBL_1 to WBL_N, and wirings LBL_1 to LBL_N arranged in a matrix of M rows and N columns (M and N are natural numbers of 2 or more). Also illustrated is a memory circuit 21 connected to each word line and bit line.

[0107] 10B is a diagram illustrating an example of a circuit configuration applicable to the memory circuit 21. The memory circuit 21 includes a transistor 61, a transistor 62, a transistor 63, and a capacitor 64 (also referred to as a capacitor).

[0108] One of the source or drain of the transistor 61 is connected to the write bit line WBL. The gate of the transistor 61 is connected to the write word line WWL. The other of the source or drain of the transistor 61 is connected to one electrode of the capacitance element 64 and the gate of the transistor 62. One of the source or drain of the transistor 62 and the other electrode of the capacitance element 64 are connected to a wiring that provides a fixed potential, for example, a ground potential. The other of the source or drain of the transistor 62 is connected to one of the source or drain of the transistor 63. The gate of the transistor 63 is connected to the read word line RWL. The other of the source or drain of the transistor 63 is connected to a wiring LBL. The wiring LBL is connected to a wiring GBL via the switching circuit 40. As described above, the wiring LBL is connected to the switching circuit 40 via a wiring that is provided extending in a direction approximately perpendicular to the substrate surface on which the arithmetic circuit 30 is provided.

[0109] The circuit configuration of the memory circuit 21 shown in FIG. 10B corresponds to a NOSRAM of a three-transistor type (3T) gain cell. Transistors 61 to 63 are OS transistors. In the off state, the current flowing between the source and drain of an OS transistor, that is, the leakage current, is extremely small. NOSRAM can be used as a non-volatile memory by using the characteristic of extremely small leakage current to hold charges corresponding to data in the memory circuit.

[0110] The circuit configuration applicable to the memory circuit 21 in FIG. 10A is not limited to the 3T type NOSRAM in FIG. 10B. For example, a circuit equivalent to the DOSRAM illustrated in FIG. 11A may be used. FIG. 11A illustrates a memory circuit 21A having a transistor 61A and a capacitance element 64A. The transistor 61A is an OS transistor. The memory circuit 21A is illustrated as an example connected to a bit line BL, a word line WL, and a back gate line BGL.

[0111] The circuit configuration applicable to the memory circuit 21 of FIG. 10A may be a circuit corresponding to a 2T-type NOSRAM illustrated in FIG. 11B. FIG. 11B illustrates a memory circuit 21B having a transistor 61B, a transistor 62B, and a capacitance element 64B. The transistors 61B and 62B are OS transistors. The transistors 61B and 62B may be OS transistors having semiconductor layers arranged in different layers, or may be OS transistors having semiconductor layers arranged in the same layer. The memory circuit 21B illustrates an example in which it is connected to a write bit line WBL, a read bit line RBL, a write word line WWL, a read word line RWL, a source line SL, and a back gate line BGL.

[0112] The circuit configuration applicable to the memory circuit 21 of FIG. 10A may be a circuit combining 3T-type NOSRAMs shown in FIG. 11C. FIG. 11C illustrates a memory circuit 21C having a memory circuit 21_P and a memory circuit 21_N that can hold data with different logics. FIG. 11C illustrates a memory circuit 21_P having a transistor 61_P, a transistor 62_P, a transistor 63_P, and a capacitance element 64_P, and a memory circuit 21_N having a transistor 61_N, a transistor 62_N, a transistor 63_N, and a capacitance element 64_N. Each transistor in the memory circuit 21_P and the memory circuit 21_N is an OS transistor. Each transistor in the memory circuit 21_P and the memory circuit 21_N may be an OS transistor having a semiconductor layer arranged in different layers, or may be an OS transistor having a semiconductor layer arranged in the same layer. The memory circuit 21C is illustrated as being connected to a write bit line WBL_P, a wiring LBL_P, a write bit line WBL_N, a wiring LBL_N, a write word line WWL, and a read word line RWL. The memory circuit 21C holds data of different logic, reads the data of different logic to the wiring LBL_P and the wiring LBL_N, and can output the data to the wiring GBL_P and the wiring GBL_N via the switching circuit 40, as in FIG. 7 and the like.

[0113] 11C, an exclusive OR circuit (XOR circuit) may be provided so that data equivalent to the multiplication of data held in the memory circuit 21_P and the memory circuit 21_N is output to the wiring LBL. With this configuration, it is possible to omit the operation equivalent to the multiplication in the arithmetic circuit 30, thereby achieving low power consumption.

[0114] FIG. 12 illustrates the flow of computational processing of a convolutional neural network. FIG. 12 illustrates an input layer 90A, an intermediate layer 90B (also called a hidden layer), and an output layer 90C. In the input layer 90A, an input data input process 91 (indicated as Input in the figure) is illustrated. In the intermediate layer 90B, convolutional computation processes 92, 93, and 95 (indicated as Conv. in the figure) and multiple pooling computation processes 94 and 96 (indicated as Pool. in the figure) are illustrated. In the output layer 90C, a fully connected computation process 97 (indicated as Full in the figure) is illustrated. The computational processing flow in the input layer 90A, intermediate layer 90B, and output layer 90C is an example, and in the actual computational processing of a convolutional neural network, other computational processes such as a softmax computation may be performed.

[0115] In the convolutional neural network shown in Fig. 12, multiple convolution calculation processes 92, 93, and 95 are performed as shown in Fig. 12. In the convolution calculation processes, calculation processes are performed using the same weight data. Therefore, by applying the configuration of one embodiment of the present invention that performs calculation processes using the same weight data, it is possible to achieve both high operating speed and low power consumption.

[0116] As described in the above embodiment, the full-connection arithmetic process 97 is preferably performed using the analog arithmetic unit 102 and the oxide semiconductor memory 104. The analog arithmetic unit 102 and the oxide semiconductor memory 104 can be operated in a subthreshold region, thereby achieving low power consumption.

[0117] Next, a detailed block diagram of the semiconductor device 10 is shown in FIG.

[0118] FIG. 13 illustrates an example configuration of the drive circuit 50 illustrated in FIGS. 6A and 6B, in addition to configurations corresponding to the memory circuit section 20, memory circuit 21, arithmetic circuit 30, switching circuit 40, layer 11, and layer 12 described in FIGS. 5A and 5B, and FIGS. 6A and 6B.

[0119] FIG. 13 illustrates a controller 71, a row decoder 72, a word line driver 73, a column decoder 74, a write driver 75, a precharge circuit 76, an input / output buffer 81, and an arithmetic control circuit 82 as components corresponding to the drive circuit 50 described in FIG. 6A and FIG. 6B.

[0120] Fig. 14A is a diagram in which blocks that control the memory circuit unit 20 are extracted from each configuration shown in Fig. 13. In Fig. 14A, a controller 71, a row decoder 72, a word line driver 73, a column decoder 74, a write driver 75, and a precharge circuit 76 are extracted and illustrated.

[0121] The controller 71 processes an external input signal to generate control signals for the row decoder 72 and the column decoder 74. The external input signal is a control signal for controlling the memory circuit unit 20, such as a write enable signal and a read enable signal. The controller 71 also inputs and outputs data between the CPU 110 and the semiconductor device 10 via a bus 120.

[0122] The row decoder 72 generates a signal for driving the word line driver 73. The word line driver 73 generates a signal to be provided to the write word line WWL and the read word line RWL. The column decoder 74 generates a signal for driving the write driver 75. The write driver 75 generates weight data to be provided to the memory circuit 21. The precharge circuit 76 has a function of precharging the wiring LBL and the like. A signal corresponding to the weight data read from the memory circuit 21 of the memory circuit unit 20 is input to the switching circuit 40 via the wiring LBL as described with reference to FIG. 6A and FIG. 6B and the like.

[0123] FIG. 14B is a diagram illustrating blocks that control the arithmetic circuit 30 and the switching circuit 40 in each configuration illustrated in FIG.

[0124] The controller 71 processes an input signal from the outside and generates a control signal for the arithmetic control circuit 82. The controller 71 also generates various signals such as an address signal and a clock signal for controlling the arithmetic circuit 30. The arithmetic control circuit 82 receives input data A given to a data input line in response to the control of the controller 71 and the output of the input / output buffer 81. 1 or A N The arithmetic control circuit 82 outputs a control signal for controlling the switching circuit 40. As described with reference to FIG. 6A and FIG. 6B, the switching circuit 40 provides one of the weight data provided by the multiple wirings LBL to the multiple arithmetic circuits 30 via the wiring GBL. The arithmetic circuit 30 generates output data MAC according to the product-sum operation by switching the provided weight data and input data. The generated output data MAC is temporarily held as intermediate data in a memory such as an SRAM or a register in the arithmetic control circuit 82 via an input / output buffer 81. The held intermediate data is re-input to the arithmetic circuit 30.

[0125] In order to enable parallel calculation with an increased number of parallel operations, it is preferable to use a plurality of semiconductor devices 10 in one embodiment of the present invention in combination. An example of such a configuration will be described with reference to Figs. 15A and 15B.

[0126] 15A illustrates a configuration corresponding to the above-mentioned semiconductor device 10, in which the semiconductor devices 10_1 to 10_n (n is a number equal to or greater than 2) and a controller 71G that controls and inputs / outputs data between the semiconductor devices 10_1 to 10_n. The controller 71G has an internal memory circuit 60 such as an SRAM. The controller 71G holds output data MAC obtained from the plurality of semiconductor devices 10_1 to 10_n in the memory circuit 60. The output data MAC held in the memory circuit 60 is then converted into input data A in the plurality of semiconductor devices 10_1 to 10_n. IN With this configuration, it is possible to perform parallel calculations using a plurality of semiconductor devices with an increased number of parallel operations.

[0127] In FIG. 15B, which is a different configuration example from FIG. 15A, a controller 71G performs another arithmetic process on the output data held in the memory circuit 60, and outputs the input data as input data A to the plurality of semiconductor devices 10_1 to 10_n. IN _1 to A IN _n as the output. In this configuration, for example, the controller 71G is configured to perform an arithmetic process based on an activation function, a pooling process, a normalization process, etc., on the output data held in the memory circuit 60. With this configuration, in addition to parallel calculation with an increased number of parallel operations using multiple semiconductor devices, arithmetic processes other than convolution arithmetic processes can be efficiently performed.

[0128] In the semiconductor device 10, the output data MAC corresponding to the calculation result of the arithmetic circuit 30 is input as intermediate data to the arithmetic control circuit 82 by using the buffer memory in the input / output buffer 81. The arithmetic control circuit 82 can output this intermediate data again as input data to the arithmetic circuit 30. Therefore, the arithmetic processing can be performed without reading out the data in the middle of the calculation to a main memory or the like outside the semiconductor device 10. In addition, in the semiconductor device 10, the electrical connection between the memory circuit unit and the arithmetic circuit can be made through wiring in an opening provided in an insulating film or the like, so that the number of parallel connections can be increased by increasing the number of wirings. Therefore, in the semiconductor device 10, parallel calculation of the number of bits greater than the data bus width of the CPU 110 is possible. In addition, the number of times a huge number of weight data is transferred between the CPU 110 can be reduced, so that low power consumption can be achieved.

[0129] As described above, one embodiment of the present invention can provide a semiconductor device that functions as an accelerator and is miniaturized. Alternatively, one embodiment of the present invention can provide a semiconductor device that functions as an accelerator and has improved arithmetic processing speed. Alternatively, one embodiment of the present invention can provide a semiconductor device that functions as an accelerator and has improved arithmetic accuracy. Alternatively, one embodiment of the present invention can provide a semiconductor device that functions as an accelerator and has low power consumption. Alternatively, a semiconductor device that functions as an accelerator with a novel structure can be provided.

[0130] Note that this embodiment mode can be appropriately combined with other embodiment modes described in this specification.

[0131] (Embodiment 3) In this embodiment, a structure, an operation, and the like of part of the semiconductor device 100 described in the previous embodiment will be described. The semiconductor device described in this embodiment is part of the semiconductor device 100 and includes the analog computing unit 102 and the oxide semiconductor memory 104 described in the previous embodiment.

[0132] <Configuration example> 16A and 16B show a configuration example of a multiplication cell, which is a semiconductor device according to one embodiment of the present invention. As an example, the multiplication cell is configured to perform multiplication using the translinear principle. As an example, the multiplication cell has a function of holding first data, and also has a function of outputting the product of the first data and the second data by inputting second data to the multiplication cell. Here, the first data corresponds to the weight data W2 shown in FIG. 1B, and the second data corresponds to the input data A2 shown in FIG. 1B.

[0133] 16A includes transistors M1 to M10, a capacitor C1, and a capacitor CG. The circuit MC can be functionally divided into a circuit MC1 including transistors M5 to M10 and a circuit MC2 including transistors M1 to M4 and a capacitor C1. Here, the circuit MC1 corresponds to the analog computing unit 102 described in the above embodiment, and the circuit MC2 corresponds to the oxide semiconductor memory 104 described in the above embodiment.

[0134] The circuit MC1 and the circuit MC2 can be provided in the same layer as the analog computing unit 102 and the oxide semiconductor memory 104 shown in Figures 2A and 2B. In Figures 2A and 2B, the area of ​​the analog computing unit 102 and the area of ​​the oxide semiconductor memory 104 are shown separately, but this is not limiting, and a circuit MC in which the circuits MC1 and MC2 are combined may be provided in an array.

[0135] When the circuits MC are provided in an array, as shown in FIG. 16B, the circuit MC1 may be provided in a layer MCL1 having transistors in the xy plane in the figure, and the circuit MC2 may be provided in a layer MCL2 having transistors in the xy plane in the figure. The layers MCL1 and MCL2 have transistors having an oxide semiconductor (OS transistor) in a channel formation region. The layers MCL1 and MCL2 are provided in different layers in a direction approximately perpendicular to the xy plane (z direction in FIG. 16B). With this configuration, as shown in FIG. 16B, the wiring for transmitting the weight data W2 from the circuit MC2 to the circuit MC1 can be shortened. This can speed up the reading of the weight data W2 and reduce the power consumption associated with the reading.

[0136] The transistors M1 to M10 may be, for example, OS transistors. In particular, the metal oxide contained in the channel formation region of the OS transistor is preferably, for example, an In-M-Zn oxide having indium, an element M, and zinc (the element M is one or more selected from aluminum, gallium, yttrium, tin, copper, vanadium, beryllium, boron, titanium, iron, nickel, germanium, zirconium, molybdenum, lanthanum, cerium, neodymium, hafnium, tantalum, tungsten, magnesium, or the like). In addition, the transistors M1 to M10 may be, for example, a transistor having silicon in the channel formation region (Si transistor). In addition, the silicon may be, for example, single crystal silicon, amorphous silicon (sometimes called hydrogenated amorphous silicon), microcrystalline silicon, polycrystalline silicon, or the like. In addition, examples of transistors that can be used other than OS transistors and Si transistors include transistors that include Ge or the like in a channel formation region, transistors that include a compound semiconductor such as ZnSe, CdS, GaAs, InP, GaN, or SiGe in a channel formation region, transistors that include carbon nanotubes in a channel formation region, and transistors that include an organic semiconductor in a channel formation region.

[0137] Unless otherwise specified, each of the transistors M1, M3, and M4 may function as a switching element. That is, each of the transistors may include a case where a voltage in a range in which the transistors operate as switching elements is appropriately input to the gate, source, and drain of each of the transistors. However, one embodiment of the present invention is not limited to this. For example, at least one of the transistors may operate in a saturation region or a linear region when in an on state. Alternatively, at least one of the transistors M1, M3, and M4 may operate in a subthreshold region in order to reduce the amount of current flowing through the transistors. Alternatively, at least one of the transistors M1, M3, and M4 may operate in a linear region, a saturation region, or a subthreshold region. Alternatively, at least one of transistor M1, transistor M3, and transistor M4 may operate in a linear region and a saturation region, or may operate in a saturation region and a subthreshold region, or may operate in a linear region and a subthreshold region.

[0138] In this specification, the saturation region refers to a region where the gate-source voltage is greater than the threshold voltage and the difference between the gate-source voltage and the threshold voltage is greater than the source-drain voltage. Alternatively, the saturation region refers to a region where the drain current of a transistor remains almost unchanged even when the source-drain voltage is changed. Alternatively, the saturation region refers to a region where the drain current is proportional to the square of the gate-source voltage. Alternatively, the saturation region includes the regions that can be considered as the regions described above.

[0139] In this specification and the like, the linear region refers to a region in which the gate-source voltage is greater than the threshold voltage and the difference between the gate-source voltage and the threshold voltage is less than the source-drain voltage. Alternatively, the linear region refers to a region in which the channel formation region acts as a resistor and the drain current of the transistor changes linearly with the change in the source-drain voltage. Alternatively, the linear region includes the regions that can be considered as the regions described above.

[0140] In this specification and the like, the subthreshold region refers to a region in which the gate voltage is lower than the threshold voltage in a graph showing the gate voltage (Vg)-drain current (Id) characteristics of a transistor. Alternatively, the subthreshold region refers to a region in which a current flows due to carrier diffusion, which deviates from the gradual channel approximation (a model that only considers drift current). Alternatively, the subthreshold region refers to a region in which the drain current increases exponentially with an increase in the gate voltage. Alternatively, the subthreshold region includes the regions that can be considered as the regions described above.

[0141] The drain current when a transistor operates in the subthreshold region is called the subthreshold current. The subthreshold current increases exponentially with respect to the gate voltage, regardless of the drain voltage. Circuit operation using the subthreshold current can reduce the effect of variations in the drain voltage.

[0142] The OS transistor is 1×10 -20 Less than A, 1×10 -22 Less than A or 1×10 -24 The OS transistor has a drain current per 1 μm of channel width of less than 1.0 × 10 -8 A or less, 1.0×10 -12 A or less, or 1.0 x 10 -15A or less per 1 μm of channel width flows. In other words, OS transistors can operate in the subthreshold region with a wide range of gate voltages. Specifically, the threshold voltage of an OS transistor can be set to V th In the subthreshold region, V th -1.0V or more V th Below, or V th -0.5V or more V th The circuit can operate using gate voltages in the following voltage ranges:

[0143] On the other hand, Si transistors have a large off-state current and operate in the subthreshold region over a narrow range of gate voltages. When using the subthreshold current, OS transistors can operate in a circuit over a wider range of gate voltages than Si transistors. By operating the OS transistor in the subthreshold region, where the current value is small, the power consumption of the circuit MC can be reduced.

[0144] In this specification, the off region of a transistor refers to a region in which the gate-source voltage is lower than the voltage of the subthreshold region. When the gate-source voltage of a transistor is in the off region, the transistor is in an off state. In this specification, the current that flows when a transistor is in an off state is referred to as an off current or a leakage current.

[0145] In addition, unless otherwise specified, each of the transistors M2 and M5 to M10 includes a case where it operates in the subthreshold region.

[0146] The first terminal of the transistor M1 is electrically connected to the wiring VDE, the second terminal of the transistor M1 is electrically connected to the first terminal of the transistor M2, and the gate of the transistor M1 is electrically connected to the wiring WWLB and the first terminal of the capacitance CG. The first terminal of the transistor M3 is electrically connected to the wiring WDL, and the second terminal of the transistor M3 is electrically connected to the gate of the transistor M2, the second terminal of the capacitance CG, and the first terminal of the capacitance C1. The second terminal of the transistor M2 is electrically connected to the first terminal of the transistor M4, the second terminal of the capacitance C1, the gate of the transistor M5, the first terminal of the transistor M7, and the gate of the transistor M8. The second terminal of the transistor M4 is electrically connected to the wiring VGE, and the gate of the transistor M4 is electrically connected to the wiring WWL. The first terminal of the transistor M5 is electrically connected to the wiring VDE, and the second terminal of the transistor M5 is electrically connected to the first terminal of the transistor M6 and the gate of the transistor M7. A gate of the transistor M6 is electrically connected to the wiring XDL, and a second terminal of the transistor M6 is electrically connected to the wiring VGE. A second terminal of the transistor M7 is electrically connected to the wiring VGE. A first terminal of the transistor M8 is electrically connected to the wiring VDE, and a second terminal of the transistor M8 is electrically connected to a first terminal of the transistor M9 and a gate of the transistor M10. A gate of the transistor M9 is electrically connected to the wiring BDL, and a second terminal of the transistor M9 is electrically connected to the wiring VGE. A first terminal of the transistor M10 is electrically connected to the wiring OL, and a second terminal of the transistor M10 is electrically connected to the wiring VGE.

[0147] The wiring VDE functions as, for example, a wiring that applies a constant voltage, which may be, for example, a high power supply voltage.

[0148] The line VGE functions as, for example, a line that applies a constant voltage, which may be, for example, a low power supply voltage or a ground potential.

[0149] For example, the wiring WWL functions as a write signal line for writing first data to the circuit MC.

[0150] For example, the line WWLB functions as a line that transmits an inverted signal of the write signal transmitted to the line WWL. The line WWLB may be a line that supplies a variable potential (for example, a high-level potential, a low-level potential, etc.) instead of the inverted signal.

[0151] The wiring WDL functions, for example, as a write data line for writing a voltage corresponding to the first data to the circuit MC.

[0152] The wiring XDL functions, for example, as a signal line for inputting a voltage according to the second data to the circuit MC.

[0153] Therefore, the transistor M6 having a gate electrically connected to the wiring XDL functions as a current source. As described above, the transistor M6 may operate in the subthreshold region, and therefore a current in the subthreshold region flows between the first terminal and the second terminal of the transistor M6.

[0154] The wiring BDL functions, for example, as a signal line for inputting, to the circuit MC, a voltage for adjusting the amount of current according to the result of the operation between the first data and the second data.

[0155] Therefore, the transistor M9 having a gate electrically connected to the wiring BDL functions as a current source. As described above, the transistor M9 may operate in the subthreshold region, and therefore a current in the subthreshold region flows between the first terminal and the second terminal of the transistor M9.

[0156] The amount of current flowing through the transistor M9 can be, for example, a variable or a constant applied to a circuit that performs a calculation according to a function system included in a circuit ACTV, which will be described later.

[0157] The wiring OL functions, for example, as a wiring for outputting a current according to the product of the first data and the second data.

[0158] <Example of operation> Next, an operation example of the circuit MC in Fig. 16A will be described. In this operation example, the potential provided by the wiring VDE is a high power supply potential, and the potential provided by the wiring VGE is a ground potential (V GND )

[0159] <<Write operation>> First, an example of the operation of writing the first data to the circuit MC will be described.

[0160] A high-level potential is input to the wiring WWL, so that the high-level potential is input to the gates of the transistors M3 and M4, turning the transistors M3 and M4 on.

[0161] At this time, a state of conduction is established between the wiring VGE and the second terminal of the capacitor C1 (the second terminal of the transistor M2) via the transistor M4, so that the potential of the second terminal of the capacitor C1 (the second terminal of the transistor M2) becomes V GND It becomes.

[0162] At this time, the line WDL and the first terminal of the capacitor C1 (the second terminal of the capacitor CG, the gate of the transistor M2, etc.) are in a conductive state via the transistor M3. Here, a signal corresponding to the first data (hereinafter, a voltage V W ), a voltage V corresponding to the first data is applied to the first terminal of the capacitor C1 (the second terminal of the capacitor CG, the gate of the transistor M2, etc.). W is written.

[0163] Moreover, an inverted signal of the signal transmitted to the line WWL is input to the line WWLB. Specifically, a low-level potential is input to the line WWLB. Therefore, the low-level potential is applied to the gate (first terminal of the capacitance CG) of the transistor M1. This turns the transistor M1 into an off state.

[0164] The first terminal of the capacitor C1 (the second terminal of the capacitor CG, the gate of the transistor M2, etc.) has a voltage V W After writing, a low-level potential is input to the wiring WWL. As a result, the low-level potential is input to the gates of the transistors M3 and M4, so that the transistors M3 and M4 are turned off. As a result, the first terminal of the capacitor C1 is in a floating state, so that the voltage V between the first terminal and the second terminal of the capacitor C1 is W -V GND is retained.

[0165] Strictly speaking, when the potential applied to the gate of the transistor M3 changes from a high-level potential to a low-level potential, the parasitic capacitance between the gate and the second terminal of the transistor M3 reduces the voltage V W In this specification, for convenience, the voltage V W The voltage stepped down from the voltage V WA capacitance CG is provided to prevent a drop in the potential of the wiring WWLB. When the potential applied to the gate of the transistor M3 changes from a high-level potential to a low-level potential, that is, when the potential applied by the wiring WWL changes from a high-level potential to a low-level potential, an inverted signal of the signal transmitted to the wiring WWL is input to the wiring WWLB, and the potential of the wiring WWLB changes from a low-level potential to a high-level potential. At this time, the potential of the first terminal of the capacitance CG increases from a low-level potential to a high-level potential, so that the potential of the second terminal of the capacitance CG (the first terminal of the capacitance C1, the gate of the transistor M2, etc.) is boosted by the capacitive coupling of the capacitance CG, ideally by the potential difference between the high-level potential and the low-level potential. Here, the potential difference to be boosted is calculated by dividing the voltage V W By making the voltage difference equal to the voltage drop, the voltage V W The configuration of the capacitor CG for making the potential difference increased by the capacitive coupling of the capacitor CG equal to the potential difference decreased by the parasitic capacitance between the gate and the second terminal of the transistor M3 will be described later.

[0166] At this time, a low-level potential may be supplied to the wiring WWLB instead of an inverted signal of the signal transmitted to the wiring WWL to turn off the transistor M1. This allows the first data to be held in the circuit MC and the supply of the high power supply potential to the first terminal of the transistor M2 to be stopped at the same time.

[0167] <<Multiplication operation>> Next, an example of the multiplication operation of the first data and the second data in the circuit MC will be described.

[0168] When a high-level potential is input to the wiring WWLB, the transistor M1 is turned on, so that a high power supply potential is input to the first terminal of the transistor M2, and a current corresponding to the voltage between the gate and second terminal of the transistor M2 flows between the first and second terminals of the transistor M2. WWhen the transistor M2 operates in the subthreshold region, I W is the amount of current in the current range in the subthreshold region.

[0169] In addition, the current flowing between the first terminal and the second terminal of the transistor M2 flows to the wiring VGE via the transistor M7. Here, assuming that the transistor M7 also operates in the subthreshold region, a current of I W In this case, the current I W can be expressed by the following formula:

[0170]

number

[0171] In addition, V M7gs is the voltage between the gate and the second terminal of the transistor M7. Also, I 0 V M7gs is 0, and is determined by the threshold voltage of the transistor M7, temperature, device structure, etc. Also, J is a correction coefficient determined by the temperature, device structure, etc.

[0172] In addition, a voltage corresponding to the second data is applied to the wiring XDL. X In this case, the voltage between the gate and the second terminal of the transistor M6 is V X -V GND Between the first and second terminals of the transistor M6, V X -V GND In addition, the amount of current flowing between the first terminal and the second terminal of the transistor M6 is I X When the transistor M6 operates in the subthreshold region, I X is the amount of current in the current range in the subthreshold region.

[0173] In addition, the current flowing between the first terminal and the second terminal of the transistor M6 is a current flowing from the wiring VDE through the transistor M5 to the first terminal of the transistor M6. Here, assuming that the transistor M5 also operates in the subthreshold region, a current of I X In this case, the current I X can be expressed by the following formula:

[0174]

number

[0175] In addition, V M5gs is the voltage between the gate and the second terminal of the transistor M5. Also, I 0 V M5gs is 0, and is determined by the threshold voltage of the transistor M5, temperature, device structure, etc. Also, J is a correction coefficient determined by temperature, device structure, etc. 0 and J are the same as those used in formula (1.1). 0 and J.

[0176] Also, V is connected to the wire BDL as a voltage to adjust the output current. B In this case, the voltage between the gate and the second terminal of the transistor M9 is V B -V GND Between the first and second terminals of the transistor M9, V B -V GND In addition, the amount of current flowing between the first terminal and the second terminal of the transistor M9 is I B When the transistor M9 operates in the subthreshold region, I B is the amount of current in the current range in the subthreshold region.

[0177] In addition, the current flowing between the first terminal and the second terminal of the transistor M9 is a current flowing from the wiring VDE through the transistor M8 to the first terminal of the transistor M9. Here, assuming that the transistor M8 also operates in the subthreshold region, a current of I B In this case, the current I B can be expressed by the following formula:

[0178]

number

[0179] In addition, V M8gs is the voltage between the gate and the second terminal of the transistor M8. Also, I 0 V M8gs is 0, and is determined by the threshold voltage of the transistor M8, temperature, device structure, etc. Also, J is a correction coefficient determined by temperature, device structure, etc. 0 and J are the same as those used in formulas (1.1) and (1.2), respectively. 0 and J.

[0180] The current flowing between the first terminal and the second terminal of the transistor M10 is determined according to the voltage between the gate and the second terminal of the transistor M10. Y Then, the current I Y can be expressed by the following formula:

[0181]

number

[0182] In addition, V M10gs is the voltage between the gate and the second terminal of the transistor M10. 0 V M10gsis 0, and is determined by the threshold voltage, temperature, device structure, etc. of the transistor M10. Also, J is a correction coefficient determined by the temperature, device structure, etc. 0 and J are the same as those used in formulas (1.1) to (1.3). 0 and J.

[0183] Consider a closed circuit in the following order: wire VGE, the second terminal of transistor M7, the gate of transistor M7, the second terminal of transistor M5, the gate of transistor M5, the gate of transistor M8, the second terminal of transistor M8, the gate of transistor M10, the second terminal of transistor M10, and wire VGE. In this closed circuit, the following equation holds according to Kirchhoff's second law (voltage law).

[0184]

number

[0185] Moreover, by rewriting each voltage term in equation (1.5) using equations (1.1) to (1.4), the following equation is obtained.

[0186]

number

[0187] In other words, the current I flows between the first and second terminals of the transistor M10. Y I W and I X Therefore, the amount of current flowing from the wiring OL is I Y By measuring I W and I X A value according to the product of this can be calculated.

[0188] Note that the configuration of the multiplication cell included in the semiconductor device of one embodiment of the present invention is not limited to the circuit MC shown in Fig. 16A. The multiplication cell included in the semiconductor device of one embodiment of the present invention can have a configuration obtained by changing the circuit MC shown in Fig. 16A depending on the situation.

[0189] Also, the transistors M1 to M10 shown in FIG. 16A are, for example, n-channel transistors having gates above and below the channel, and each of the transistors M1 to M10 has a first gate and a second gate. However, in this specification and the like, for convenience, the first gate is described as a gate (sometimes referred to as a front gate) and the second gate is described as a back gate, but the first gate and the second gate can be interchanged. Therefore, in this specification and the like, the term "gate" can be interchanged with the term "back gate". Similarly, the term "back gate" can be interchanged with the term "gate". As a specific example, a connection configuration in which "the gate is electrically connected to the first wiring, and the back gate is electrically connected to the second wiring" can be replaced with a connection configuration in which "the back gate is electrically connected to the first wiring, and the gate is electrically connected to the second wiring".

[0190] Furthermore, the semiconductor device of one embodiment of the present invention does not depend on the connection configuration of the backgate of the transistor. Although the backgate is illustrated in the transistors M1 to M10 in FIG. 16A and the connection configuration of the backgate is not illustrated, the electrical connection destination of the backgate can be determined at the design stage. For example, in a transistor having a backgate, the gate and the backgate may be electrically connected to each other in order to increase the on-current of the transistor. For example, in a transistor having a backgate, a wiring electrically connected to an external circuit or the like may be provided so that a fixed potential or a variable potential can be applied to the backgate of the transistor by the external circuit or the like in order to change the threshold voltage of the transistor or to reduce the off-current of the transistor.

[0191] <Example of semiconductor device configuration> Here, a configuration example of a semiconductor device to which the circuit MC shown in FIG. 16A can be applied will be described.

[0192] Fig. 17A is a circuit diagram showing a configuration example of a semiconductor device to which the circuit MC of Fig. 16A can be applied. The semiconductor device SDV1 shown in Fig. 17A has, as an example, a circuit WDC, a circuit XDC, a circuit BDC, a circuit WWC, a cell array CA, and a circuit ACTV. The circuit ACTV has, as an example, circuits ADR[1] to ADR[n].

[0193] The cell array CA has a plurality of circuits MC shown in Fig. 16A, for example. Specifically, in the cell array CA, the plurality of circuits MC are arranged in a matrix of m rows and n columns (m is an integer equal to or greater than 1, and n is an integer equal to or greater than 1). In Fig. 17A, as an example, the circuits MC in the cell array CA are illustrated as circuit MC[1,1], circuit MC[m,1], circuit MC[1,n], and circuit MC[m,n].

[0194] The circuit MC[1,1] is electrically connected to the wiring WDL[1], the wiring WWL[1], the wiring WWLB[1], the wiring XDL[1], the wiring BDL[1], and the wiring OL[1]. The circuit MC[m,1] is electrically connected to the wiring WDL[1], the wiring WWL[m], the wiring WWLB[m], the wiring XDL[m], the wiring BDL[m], and the wiring OL[1]. The circuit MC[1,n] is electrically connected to the wiring WDL[n], the wiring WWL[1], the wiring WWLB[1], the wiring XDL[1], the wiring BDL[1], and the wiring OL[n]. In addition, the circuit MC[m,n] is electrically connected to the wiring WDL[n], the wiring WWL[m], the wiring WWLB[m], the wiring XDL[m], the wiring BDL[m], and the wiring OL[n].

[0195] In other words, when i is an integer greater than or equal to 1 and less than or equal to m, and j is an integer greater than or equal to 1 and less than or equal to n, it can be said that the circuit MC[i,j] (not shown in Figure 17A) is electrically connected to wiring WDL[j], wiring WWL[i], wiring WWLB[i], wiring XDL[i], wiring BDL[i], and wiring OL[j].

[0196] The wiring WDL[j] corresponds to the wiring WDL shown in Fig. 16A. The wiring WWL[i] corresponds to the wiring WWL shown in Fig. 16A, and the wiring WWLB[i] corresponds to the wiring WWLB shown in Fig. 16A. The wiring XDL[i] corresponds to the wiring XDL shown in Fig. 16A, and the wiring BDL[i] corresponds to the wiring BDL shown in Fig. 16A. The wiring OL[j] corresponds to the wiring OL shown in Fig. 16A.

[0197] The circuit WDC is electrically connected to the wirings WDL[1] to WDL[n]. The circuit XDC is electrically connected to the wirings XDL[1] to XDL[m]. The circuit BDC is electrically connected to the wirings BDL[1] to BDL[m]. The circuit WWC is electrically connected to the wirings WWL[1] to WWL[m] and the wirings WWLB[1] to WWLB[m]. The circuits ADR[1] to ADR[n] are electrically connected to the wirings OL[1] to OL[n] and the wirings ZL[1] to ZL[n], respectively.

[0198] For example, the circuit WDC functions as a drive circuit that applies a voltage corresponding to first data to be written to the circuit MC included in the cell array CA to each of the wirings WDL[1] to WDL[n].

[0199] For example, the circuit XDC functions as a drive circuit that applies a voltage to each of the wirings XDL[1] to XDL[m] according to second data to be input to the circuit MC included in the cell array CA.

[0200] As an example, the circuit BDC functions as a driver circuit that applies a voltage to each of the wirings BDL[1] to BDL[m] to adjust the amount of current flowing through the wiring OL in accordance with the calculation result to be input to the circuit MC included in the cell array CA.

[0201] For example, the circuit WWC has a function of selecting a circuit MC to which the first data is to be written when writing the first data to the circuits MC included in the cell array CA for each of the wirings WWL[1] to WWL[m]. Specifically, for example, when writing the first data to the circuits MC[i,1] to MC[i,n] located in the i-th row of the cell array CA, the circuit WWC can select the circuits MC[i,1] to MC[i,n] to which the first data is to be written by applying a high-level potential to the wiring WWL[i] and applying a low-level potential to the wirings WWL[1] to WWL[m] other than the wiring WWL[i].

[0202] Also, as an example, the circuit WWC has a function of transmitting an inverted signal of the selection signal transmitted to the wiring WWL[i] to the wiring WWLB[i]. The circuit WWC may transmit a different signal to the wiring WWLB[i] instead of the inverted signal. For example, the circuit WWC may have a function of inputting a low-level potential to the wiring WWLB[i] when a low-level potential is input to the wiring WWL[i]. This allows the circuit MC in FIG. 16A to hold the first data and stop the supply of the high power supply potential to the first terminal of the transistor M2 at the same time.

[0203] By the way, when focusing on the j-th column of the cell array CA, the wiring OL is connected to the circuit MC[1,j] through the circuit MC[m,j], which outputs I Y Here, the current flowing through transistor M2 in circuit MC[i,j] is I W [i,j], and the current flowing through transistor M6 in circuit MC[i,j] is I X [i], and the amount of current flowing from wiring OL to circuit MC[i,j] is I Y Furthermore, the amount of current flowing through each of the transistors M9 in the circuits MC[1,j] to MC[m,j] is I B When this is done, the amount of current flowing through the wiring OL is I S [j] can be expressed as follows:

[0204]

number

[0205] As an example, the circuit ADR[j] has a function of outputting a voltage corresponding to the amount of current flowing from the wiring OL[j] to the circuit ADR[j], a function of using the voltage to perform a calculation according to a predefined function system, and a function of outputting the result of the calculation of the function to the wiring ZL[j].

[0206] Note that a circuit BGC may be provided as in the semiconductor device SDV2 shown in FIG. 17B. The circuit BGC is electrically connected to the wirings BGL[1] to BGL[m]. For example, the circuit BGC has a function of inputting a desired constant voltage to each of the wirings BGL[1] to BGL[m]. In other words, the circuit BGC functions as a circuit that supplies a constant voltage to the backgates of the transistors included in the circuits MC[1,1] to MC[m,n].

[0207] As described above, by using the circuit MC shown in FIG. 16A, a voltage corresponding to the first data can be written to the circuit MC. In addition, the circuit MC generates a current I Y can be output to the wiring OL. In addition, by using the semiconductor device SDV1 in Fig. 17A or the semiconductor device SDV2 in Fig. 17B, it is possible to calculate the sum of products of a plurality of first data and a plurality of second data.

[0208] Note that this embodiment mode can be appropriately combined with other embodiment modes described in this specification.

[0209] (Embodiment 4) In this embodiment, an example of an operation in the case where part of the calculations of a program executed by the CPU 110 described in the above embodiment is executed by an accelerator described as the semiconductor device 100 will be described.

[0210] 18 is a diagram for explaining an example of an operation when part of the calculation of a program executed by a CPU is executed by an accelerator. The accelerator can select a digital calculator 101 or an analog calculator 102 according to the type of calculation.

[0211] The host program is executed by the CPU (host program execution; step S1).

[0212] When the CPU confirms an instruction to reserve an area for data required when performing calculations using the accelerator in the memory circuit unit (memory reserve instruction; step S2), it reserves the area for data in the memory circuit unit (memory reserve; step S3).

[0213] Next, the CPU transmits weight data, which is input data, from the main memory or an external storage device to the memory circuit unit (data transmission; step S4). The memory circuit unit receives the weight data and stores the weight data in the area secured in step S3 (data reception; step S5).

[0214] When the CPU confirms an instruction to start the kernel program (start of kernel program; step S6), the accelerator starts executing the kernel program (start of operation; step S7).

[0215] Immediately after the accelerator starts executing the kernel program, the CPU may be switched from a state performing calculations to a PG (power gating) state (PG state transition; step S8). In this case, the CPU is switched from the PG state to a state performing calculations (PG state stop; step S9) immediately before the accelerator finishes executing the kernel program. By putting the CPU into the PG state during the period from step S8 to step S9, it is possible to suppress power consumption and heat generation in the entire calculation processing system.

[0216] When the accelerator finishes the execution of the kernel program, the output data is stored in a storage unit that holds the calculation results in the accelerator (end of calculation; step S10).

[0217] After the execution of the kernel program is completed, if the CPU confirms an instruction to transmit output data stored in the memory unit to the main memory or an external storage device (data transmission request; step S11), the output data is transmitted to the main memory or the external storage device and stored in the main memory or the external storage device (data transmission; step S12).

[0218] By repeating the above operations from step S1 to step S12, it is possible to suppress the power consumption and heat generation of the CPU and the accelerator, while allowing the accelerator to execute part of the computations executed by the CPU. The semiconductor device according to one embodiment of the present invention has a non-von Neumann architecture, and can perform computations with extremely low power consumption compared to a von Neumann architecture, which consumes a lot of power as the processing speed increases.

[0219] This embodiment mode can be appropriately combined with the descriptions of other embodiment modes.

[0220] (Embodiment 5) In this embodiment, an example of a CPU having a CPU core capable of power gating will be described.

[0221] 19 shows an example of the configuration of the CPU 110. The CPU 110 has a CPU core (CPU Core) 200, an L1 (level 1) cache memory device (L1 Cache) 202, an L2 cache memory device (L2 Cache) 203, a bus interface unit (Bus I / F) 205, power switches 210 to 212, and a level shifter (LS) 214. The CPU core 200 has a flip-flop 220.

[0222] The CPU core 200 , the L1 cache memory device 202 , and the L2 cache memory device 203 are interconnected via a bus interface unit 205 .

[0223] The PMU 193 generates a clock signal GCLK1 and various PG (power gating) control signals in response to interrupt signals (Interrupts) input from the outside and signals such as a signal SLEEP1 issued by the CPU 110. The clock signal GCLK1 and the PG control signals are input to the CPU 110. The PG control signals control the power switches 210 to 212 and the flip-flop 220.

[0224] Power switches 210 and 211 respectively control the supply of voltages VDDD and VDD1 to a virtual power line V_VDD (hereinafter referred to as a V_VDD line). A power switch 212 controls the supply of a voltage VDDH to a level shifter (LS) 214. A voltage VSSS is input to the CPU 110 and the PMU 193 without passing through a power switch. A voltage VDDD is input to the PMU 193 without passing through a power switch.

[0225] The voltages VDDD and VDD1 are drive voltages for the CMOS circuits. The voltage VDD1 is lower than the voltage VDDD and is the drive voltage in the sleep state. The voltage VDDH is a drive voltage for the OS transistors and is higher than the voltage VDDD.

[0226] Each of the L1 cache memory device 202, the L2 cache memory device 203, and the bus interface unit 205 has at least one power domain that can be power-gated. The power domain that can be power-gated is provided with one or more power switches. These power switches are controlled by a PG control signal.

[0227] The flip-flop 220 is used as a register. A backup circuit is provided in the flip-flop 220. The flip-flop 220 will be described below.

[0228] 20A shows an example of the circuit configuration of a flip-flop 220. The flip-flop 220 includes a scan flip-flop 221 and a backup circuit 222.

[0229] The scan flip-flop 221 has nodes D1, Q1, SD, SE, RT, CK, and a clock buffer circuit 221A.

[0230] Node D1 is a data input node, node Q1 is a data output node, and node SD is an input node for scan test data. Node SE is an input node for signal SCE. Node CK is an input node for clock signal GCLK1. Clock signal GCLK1 is input to clock buffer circuit 221A. Analog switches of scan flip-flop 221 are connected to nodes CK1 and CKB1 of clock buffer circuit 221A. Node RT is an input node for a reset signal.

[0231] A signal SCE is a scan enable signal, and is generated by the PMU 193. The PMU 193 generates signals BK and RC. A level shifter 214 level-shifts the signals BK and RC to generate signals BKH and RCH. The signal BK is a backup signal, and the signal RC is a recovery signal.

[0232] The circuit configuration of the scan flip-flop 221 is not limited to that shown in Fig. 20. Flip-flops available in a standard circuit library can be applied.

[0233] The backup circuit 222 includes nodes SD_IN and SN11, transistors M11 to M13, and a capacitive element C11.

[0234] The node SD_IN is an input node for scan test data, and is connected to the node Q1 of the scan flip-flop 221. The node SN11 is a storage node of the backup circuit 222. The capacitive element C11 is a storage capacitor for storing the voltage of the node SN11.

[0235] The transistor M11 controls the conduction state between the node Q1 and the node SN11. The transistor M12 controls the conduction state between the node SN11 and the node SD. The transistor M13 controls the conduction state between the node SD_IN and the node SD. The on / off of the transistors M11 and M13 is controlled by a signal BKH, and the on / off of the transistor M12 is controlled by a signal RCH.

[0236] The transistors M11 to M13 are OS transistors, similar to the transistors 61 to 63 included in the above-described memory circuit 21. The transistors M11 to M13 are illustrated as having back gates. The back gates of the transistors M11 to M13 are connected to a power supply line that supplies a voltage VBG1.

[0237] At least the transistors M11 and M12 are preferably OS transistors. OS transistors have an extremely small off-state current, which can suppress a voltage drop at the node SN11 and consume almost no power to retain data, so that the backup circuit 222 has nonvolatile characteristics. Since data is rewritten by charging and discharging the capacitive element C11, the backup circuit 222 is theoretically capable of writing and reading data without any restrictions on the number of times it can be rewritten, and can write and read data with low energy.

[0238] It is highly preferable that all the transistors in the backup circuit 222 are OS transistors. As shown in Fig. 20B, the backup circuit 222 can be stacked on a scan flip-flop 221 that is configured with a silicon CMOS circuit.

[0239] Since the backup circuit 222 has a very small number of elements compared to the scan flip-flop 221, there is no need to change the circuit configuration and layout of the scan flip-flop 221 in order to stack the backup circuit 222. In other words, the backup circuit 222 is a highly versatile backup circuit. In addition, since the backup circuit 222 can be provided in the region in which the scan flip-flop 221 is formed, the area overhead of the flip-flop 220 can be reduced to zero even if the backup circuit 222 is incorporated. Therefore, by providing the backup circuit 222 in the flip-flop 220, power gating of the CPU core 200 becomes possible. Since little energy is required for power gating, the CPU core 200 can be power gated with high efficiency.

[0240] By providing the backup circuit 222, a parasitic capacitance due to the transistor M11 is added to the node Q1, but since it is small compared to the parasitic capacitance due to the logic circuit connected to the node Q1, it does not affect the operation of the scan flip-flop 221. In other words, even if the backup circuit 222 is provided, the performance of the flip-flop 220 does not substantially deteriorate.

[0241] For example, a clock gating state, a power gating state, or a pause state can be set as the low power consumption state of the CPU core 200. The PMU 193 selects the low power consumption mode of the CPU core 200 based on an interrupt signal, a signal SLEEP1, etc. For example, when transitioning from a normal operation state to a clock gating state, the PMU 193 stops generating the clock signal GCLK1.

[0242] For example, when transitioning from a normal operation state to a hibernation state, the PMU 193 performs voltage and / or frequency scaling. For example, when performing voltage scaling, the PMU 193 turns off the power switch 210 and turns on the power switch 211 to input the voltage VDD1 to the CPU core 200. The voltage VDD1 is a voltage that does not cause data to be lost in the scan flip-flop 221. When performing frequency scaling, the PMU 193 reduces the frequency of the clock signal GCLK1.

[0243] When the CPU core 200 is transitioned from a normal operation state to a power gating state, an operation is performed to back up the data of the scan flip-flop 221 in the backup circuit 222. When the CPU core 200 is returned from the power gating state to the normal operation state, an operation is performed to recover the data of the backup circuit 222 to the scan flip-flop 221.

[0244] The backup circuit 222 using OS transistors has low dynamic and static power consumption, and is therefore very suitable for normally-off computing. The CPU 110 including the CPU core 200 having the backup circuit 222 using OS transistors can be called an NoffCPU (registered trademark). The NoffCPU has a non-volatile memory, and can stop the power supply when operation is not required. Even if the flip-flop 220 is installed, it is possible to prevent almost no performance degradation of the CPU core 200 and almost no increase in dynamic power.

[0245] The CPU core 200 may have multiple power domains that can be power-gated. The multiple power domains are provided with one or more power switches for controlling the input of voltage. The CPU core 200 may also have one or more power domains in which power gating is not performed. For example, a power gating control circuit for controlling the flip-flop 220 and the power switches 210 to 212 may be provided in the power domain in which power gating is not performed.

[0246] The application of the flip-flop 220 is not limited to the CPU 110. In the CPU 110, the flip-flop 220 can be applied to a register provided in a power domain capable of power gating.

[0247] This embodiment mode can be appropriately combined with the descriptions of other embodiment modes.

[0248] (Embodiment 6) In this embodiment, a structural example of the semiconductor device described in the above embodiment and a structural example of a transistor that can be applied to the semiconductor device described in the above embodiment will be described.

[0249] <Example of semiconductor device configuration> 21 illustrates an example of the semiconductor device described in the above embodiment, and the semiconductor device includes a transistor 300, a transistor 500, and a capacitor 600. Fig. 22A illustrates a cross-sectional view of the transistor 500 in the channel length direction, Fig. 22B illustrates a cross-sectional view of the transistor 500 in the channel width direction, and Fig. 22C illustrates a cross-sectional view of the transistor 300 in the channel width direction.

[0250] The transistor 500 is a transistor having a metal oxide in a channel formation region (OS transistor). The transistor 500 has characteristics of having a small off-state current and a field-effect mobility that does not change easily even at high temperatures. By using the transistor 500 in the transistors included in the analog computing unit 102, the oxide semiconductor memory 103, and the oxide semiconductor memory 104 described in the above embodiment, a semiconductor device whose operation capability is not easily deteriorated even at high temperatures can be realized. In particular, by utilizing the characteristics of having a small off-state current, the transistor 500 can be used in the transistors included in the oxide semiconductor memory 103 and the oxide semiconductor memory 104 so that a written potential can be held for a long time.

[0251] The transistor 500 is provided above the transistor 300, for example, and the capacitor 600 is provided above the transistor 300 and the transistor 500, for example. Note that the capacitor 600 can be a capacitor included in the oxide semiconductor memory 103, the oxide semiconductor memory 104, or the like described in the above embodiments. Note that depending on the circuit configuration, the capacitor 600 illustrated in FIG. 21 is not necessarily provided.

[0252] The transistor 300 is provided over a substrate 310 and includes an element isolation layer 312, a conductor 316, an insulator 315, a semiconductor region 313 formed of a part of the substrate 310, and a low-resistance region 314a and a low-resistance region 314b functioning as a source region or a drain region. Note that the transistor 300 can be applied to, for example, a transistor included in the digital computing unit 101 described in the above embodiment. Note that Figure 21 shows a configuration in which the gate of transistor 300 is electrically connected to one of the source or drain of transistor 500 via a pair of electrodes of the capacitor 600; however, depending on the configuration of the digital computing unit 101, etc., one of the source or drain of transistor 300 may be electrically connected to one of the source or drain of transistor 500 via a pair of electrodes of the capacitor 600, or one of the source or drain of transistor 300 may be electrically connected to the gate of transistor 500 via a pair of electrodes of the capacitor 600, or each terminal of transistor 300 may not be electrically connected to each terminal of transistor 500 or each terminal of the capacitor 600.

[0253] With the above-described configuration, an element layer including an OS can be formed on an element layer including Si, as shown in FIGS. 2A, 2B, 3A, and 3B.

[0254] The substrate 310 is preferably a semiconductor substrate (for example, a single crystal substrate or a silicon substrate).

[0255] 22C, the upper surface and the side surface in the channel width direction of the semiconductor region 313 of the transistor 300 are covered with a conductor 316 via an insulator 315. By forming the transistor 300 as a fin type in this manner, the effective channel width is increased, thereby improving the on-characteristics of the transistor 300. In addition, the contribution of the electric field of the gate electrode can be increased, thereby improving the off-characteristics of the transistor 300.

[0256] The transistor 300 may be either a p-channel type or an n-channel type.

[0257] The region where the channel of the semiconductor region 313 is formed, the region nearby, the low resistance region 314a which becomes the source region or the drain region, and the low resistance region 314b preferably contain a semiconductor such as a silicon-based semiconductor, and preferably contain single crystal silicon. Alternatively, they may be formed of a material having Ge (germanium), SiGe (silicon germanium), GaAs (gallium arsenide), GaAlAs (gallium aluminum arsenide), GaN (gallium nitride), or the like. A configuration using silicon in which the effective mass is controlled by applying stress to the crystal lattice and changing the lattice spacing may be used. Alternatively, the transistor 300 may be a HEMT (High Electron Mobility Transistor) by using GaAs and GaAlAs, or the like.

[0258] The low resistance region 314a and the low resistance region 314b contain, in addition to the semiconductor material applied to the semiconductor region 313, an element that imparts n-type conductivity, such as arsenic or phosphorus, or an element that imparts p-type conductivity, such as boron.

[0259] The conductor 316 functioning as the gate electrode can be made of a conductive material such as a semiconductor material, such as silicon, containing an element that imparts n-type conductivity, such as arsenic or phosphorus, or an element that imparts p-type conductivity, such as boron, a metal material, an alloy material, or a metal oxide material.

[0260] Since the work function is determined by the material of the conductor, the threshold voltage of the transistor can be adjusted by selecting the material of the conductor. Specifically, it is preferable to use a material containing at least one of titanium nitride and tantalum nitride as the conductor. Furthermore, in order to achieve both electrical conductivity and embeddability, it is preferable to use a metal material containing at least one of tungsten and aluminum as the conductor in a laminated layer, and in particular, tungsten is preferable in terms of heat resistance.

[0261] The element isolation layer 312 is provided to isolate a plurality of transistors formed on the substrate 310. The element isolation layer can be formed by using, for example, a LOCOS (LOCal Oxidation of Silicon) method, a STI (Shallow Trench Isolation) method, a mesa isolation method, or the like.

[0262] Note that the transistor 300 illustrated in FIG. 21 is an example and is not limited to this structure. An appropriate transistor may be used depending on the circuit configuration or a driving method. For example, the transistor 300 may have a planar structure instead of a FIN type structure illustrated in FIG. 22C. For example, when the semiconductor device is a unipolar circuit including only OS transistors, the structure of the transistor 300 may be the same as that of a transistor 500 including an oxide semiconductor as illustrated in FIG. 23. The details of the transistor 500 will be described later. Note that in this specification and the like, a unipolar circuit refers to a circuit including transistors of only one polarity, that is, an n-channel transistor or a p-channel transistor.

[0263] In FIG. 23, the transistor 300 is provided on a substrate 310A. In this case, the substrate 310A may be a semiconductor substrate similar to the substrate 310 of the semiconductor device in FIG. 21. In FIG. 23, when the substrate 310A is a semiconductor substrate similar to the substrate 310 of the semiconductor device in FIG. 21, the transistor 300 shown in FIG. 21 may be formed on the semiconductor substrate. In addition, the substrate 310A may be, for example, an SOI substrate, a glass substrate, a quartz substrate, a plastic substrate, a sapphire glass substrate, a metal substrate, a stainless steel substrate, a substrate having stainless steel foil, a tungsten substrate, a substrate having tungsten foil, a flexible substrate, a laminated film, a paper containing a fibrous material, or a base film. Examples of the glass substrate include barium borosilicate glass, aluminoborosilicate glass, and soda lime glass. Examples of the flexible substrate, the laminated film, and the base film include the following. For example, there are plastics such as polyethylene terephthalate (PET), polyethylene naphthalate (PEN), polyethersulfone (PES), and polytetrafluoroethylene (PTFE). Alternatively, there are synthetic resins such as acrylic. Alternatively, there are polypropylene, polyester, polyvinyl fluoride, and polyvinyl chloride. Alternatively, there are polyamide, polyimide, aramid, epoxy resin, inorganic vapor deposition film, and paper.

[0264] With the above-described structure, as shown in FIGS. 2B, 3B, 5B, and 16B, an element layer including a second OS can be formed over an element layer including a first OS.

[0265] In the transistor 300 shown in FIG. 21, an insulator 320, an insulator 322, an insulator 324, and an insulator 326 are stacked in this order from the substrate 310 side.

[0266] As the insulators 320, 322, 324, and 326, for example, silicon oxide, silicon oxynitride, silicon nitride oxide, silicon nitride, aluminum oxide, aluminum oxynitride, aluminum nitride oxide, aluminum nitride, or the like can be used.

[0267] In this specification, silicon oxynitride refers to a material having a higher oxygen content than nitrogen, silicon nitride oxide refers to a material having a higher nitrogen content than oxygen, aluminum oxynitride refers to a material having a higher oxygen content than nitrogen, and aluminum nitride oxide refers to a material having a higher nitrogen content than oxygen.

[0268] The insulator 322 may function as a planarizing film that planarizes steps caused by the insulator 320 and the transistor 300 covered by the insulator 322. For example, the top surface of the insulator 322 may be planarized by a planarization process using a chemical mechanical polishing (CMP) method or the like to improve the planarity.

[0269] The insulator 324 is preferably a film having a barrier property that prevents impurities such as hydrogen from diffusing from the substrate 310 or the transistor 300 to a region where the transistor 500 is provided.

[0270] As an example of a film having a barrier property against hydrogen, for example, silicon nitride formed by a CVD method can be used. Here, when hydrogen diffuses into a semiconductor element having an oxide semiconductor such as the transistor 500, the characteristics of the semiconductor element may deteriorate. Therefore, it is preferable to use a film that suppresses the diffusion of hydrogen between the transistor 500 and the transistor 300. Specifically, the film that suppresses the diffusion of hydrogen is a film that releases a small amount of hydrogen.

[0271] The amount of desorption of hydrogen can be analyzed, for example, by using thermal desorption spectrometry (TDS). For example, the amount of desorption of hydrogen from the insulator 324 is calculated as 10×10 per area of ​​the insulator 324 when the surface temperature of the film is in the range of 50° C. to 500° C. in the TDS analysis. 15 atoms / cm 2 Less than or equal to 5×10 15 atoms / cm 2 The following is acceptable.

[0272] The insulator 326 preferably has a lower dielectric constant than the insulator 324. For example, the relative dielectric constant of the insulator 326 is preferably less than 4, and more preferably less than 3. For example, the relative dielectric constant of the insulator 326 is preferably 0.7 times or less, and more preferably 0.6 times or less, the relative dielectric constant of the insulator 324. By using a material with a low dielectric constant as the interlayer film, the parasitic capacitance generated between wirings can be reduced.

[0273] A conductor 328, a conductor 330, and the like that connect to the capacitor 600 or the transistor 500 are embedded in the insulator 320, the insulator 322, the insulator 324, and the insulator 326. The conductor 328 and the conductor 330 function as a plug or a wiring. In addition, a plurality of conductors that function as a plug or a wiring may be collectively given the same reference symbol. In this specification and the like, a wiring and a plug connected to the wiring may be integrated. That is, there are cases where a part of a conductor functions as a wiring and a case where a part of a conductor functions as a plug.

[0274] As the material for each plug and wiring (conductor 328, conductor 330, etc.), a conductive material such as a metal material, an alloy material, a metal nitride material, or a metal oxide material can be used in a single layer or a laminated layer. It is preferable to use a high melting point material containing at least one of tungsten and molybdenum that has both heat resistance and conductivity, and it is preferable to use tungsten. Alternatively, it is preferable to form it from a low resistance conductive material containing at least one of aluminum and copper. By using a low resistance conductive material, it is possible to reduce the wiring resistance.

[0275] A wiring layer may be provided over the insulator 326 and the conductor 330. For example, in FIG. 21 , an insulator 350, an insulator 352, and an insulator 354 are stacked in this order over the insulator 326 and the conductor 330. A conductor 356 is formed in the insulator 350, the insulator 352, and the insulator 354. The conductor 356 functions as a plug or a wiring connected to the transistor 300. Note that the conductor 356 can be provided using a material similar to that of the conductor 328 and the conductor 330.

[0276] For example, the insulator 350 is preferably an insulator having a barrier property against impurities including at least one of water and hydrogen, as in the insulator 324. As the insulators 352 and 354, it is preferable to use an insulator having a relatively low dielectric constant in order to reduce parasitic capacitance between wirings, as in the insulator 326. The conductor 356 preferably includes a conductor having a barrier property against impurities including at least one of water and hydrogen. In particular, a conductor having a barrier property against hydrogen is formed in an opening of the insulator 350 having a barrier property against hydrogen. With this configuration, the transistor 300 and the transistor 500 can be separated by a barrier layer, and diffusion of hydrogen from the transistor 300 to the transistor 500 can be suppressed.

[0277] Note that, for example, tantalum nitride or the like may be used as the conductor having a barrier property against hydrogen. By stacking tantalum nitride and tungsten having high conductivity, it is possible to suppress diffusion of hydrogen from the transistor 300 while maintaining the conductivity of the wiring. In this case, a structure in which the tantalum nitride layer having a barrier property against hydrogen is in contact with the insulator 350 having a barrier property against hydrogen is preferable.

[0278] In addition, an insulator 360, an insulator 362, and an insulator 364 are stacked in this order on the insulator 354 and the conductor 356.

[0279] The insulator 360 is preferably an insulator having barrier properties against impurities including at least one of water and hydrogen, similar to the insulator 324. Therefore, the insulator 360 can be, for example, a material that can be used for the insulator 324.

[0280] The insulators 362 and 364 function as an interlayer insulating film and a planarizing film. As the insulators 362 and 364, similar to the insulator 324, it is preferable to use an insulator having barrier properties against impurities containing at least one of water and hydrogen. For this reason, the insulators 362 and / or 364 can be made of a material that can be used for the insulator 324.

[0281] Further, openings are formed in the insulator 360, the insulator 362, and the insulator 364 in regions that overlap with part of the conductor 356, and the conductor 366 is provided to fill the openings. The conductor 366 is also formed over the insulator 362. For example, the conductor 366 functions as a plug or a wiring connected to the transistor 300. Note that the conductor 366 can be provided using a material similar to that of the conductor 328 and the conductor 330.

[0282] An insulator 510, an insulator 512, an insulator 514, and an insulator 516 are stacked in this order over the insulator 364 and the conductor 366. It is preferable that any of the insulator 510, the insulator 512, the insulator 514, and the insulator 516 be made of a substance that has a barrier property against oxygen or hydrogen.

[0283] For example, the insulator 510 and the insulator 514 are preferably formed using a film having a barrier property that prevents impurities such as hydrogen from diffusing from the substrate 310 or a region where the transistor 300 is provided to a region where the transistor 500 is provided. Therefore, a material similar to that of the insulator 324 can be used.

[0284] As an example of a film having a barrier property against hydrogen, silicon nitride formed by a CVD method can be used. Here, when hydrogen diffuses into a semiconductor element having an oxide semiconductor such as the transistor 500, the characteristics of the semiconductor element may deteriorate. Therefore, it is preferable to use a film that suppresses the diffusion of hydrogen between the transistor 500 and the transistor 300. Specifically, the film that suppresses the diffusion of hydrogen is a film that releases a small amount of hydrogen.

[0285] As a film having a barrier property against hydrogen, for example, the insulator 510 and the insulator 514 are preferably made of a metal oxide such as aluminum oxide, hafnium oxide, or tantalum oxide.

[0286] In particular, aluminum oxide has a high blocking effect of preventing the film from permeating both oxygen and impurities such as hydrogen and moisture, which are factors that cause fluctuations in the electrical characteristics of a transistor. Therefore, aluminum oxide can prevent impurities such as hydrogen and moisture from entering the transistor 500 during and after the transistor manufacturing process. In addition, aluminum oxide can suppress the release of oxygen from the oxide that constitutes the transistor 500. Therefore, aluminum oxide is suitable for use as a protective film for the transistor 500.

[0287] For example, the insulator 512 and the insulator 516 can be formed using a material similar to that of the insulator 320. By using a material with a relatively low dielectric constant for these insulators, parasitic capacitance between wirings can be reduced. For example, the insulator 512 and the insulator 516 can be formed using a silicon oxide film, a silicon oxynitride film, or the like.

[0288] A conductor 518, a conductor constituting the transistor 500 (for example, the conductor 503 shown in FIGS. 22A and 22B), and the like are embedded in the insulators 510, 512, 514, and 516. Note that the conductor 518 functions as a plug or wiring connected to the capacitor 600 or the transistor 300. The conductor 518 can be formed using a material similar to that of the conductor 328 and the conductor 330.

[0289] In particular, the insulator 510 and the conductor 518 in the region in contact with the insulator 514 are preferably conductors having barrier properties against oxygen, hydrogen, and water. With this structure, the transistors 300 and 500 can be separated by a layer having barrier properties against oxygen, hydrogen, and water, and diffusion of hydrogen from the transistor 300 to the transistor 500 can be suppressed.

[0290] Above the insulator 516 is a transistor 500 .

[0291] As shown in Figures 22A and 22B, transistor 500 includes an insulator 516 on insulator 514, conductor 503 (conductor 503a and conductor 503b) disposed so as to be embedded in insulator 514 or insulator 516, insulator 522 on insulator 516 and on conductor 503, insulator 524 on insulator 522, oxide 530a on insulator 524, oxide 530b on oxide 530a, conductor 542a on oxide 530b, insulator 571a on conductor 542a, and oxide 572a on insulator 572a. conductor 542b on oxide 530b, insulator 571b on conductor 542b, insulator 552 on oxide 530b, insulator 550 on insulator 552, insulator 554 on insulator 550, conductor 560 (conductor 560a and conductor 560b) located on insulator 554 and overlapping part of oxide 530b, and insulator 544 arranged on insulator 522, insulator 524, oxide 530a, oxide 530b, conductor 542a, conductor 542b, insulator 571a, and insulator 571b. 22A and 22B, the insulator 552 contacts the upper surface of the insulator 522, the side surface of the insulator 524, the side surface of the oxide 530a, the side surface and the upper surface of the oxide 530b, the side surface of the conductor 542, the side surface of the insulator 571, the side surface of the insulator 544, the side surface of the insulator 580, and the lower surface of the insulator 550. The upper surface of the conductor 560 is disposed so as to be approximately equal in height to the upper portion of the insulator 554, the upper portion of the insulator 550, the upper portion of the insulator 552, and the upper surface of the insulator 580. The insulator 574 contacts at least a part of the upper surface of the conductor 560, the upper portion of the insulator 552, the upper portion of the insulator 550, the upper portion of the insulator 554, and the upper surface of the insulator 580.

[0292] The insulator 580 and the insulator 544 have openings that reach the oxide 530b. In the openings, the insulator 552, the insulator 550, the insulator 554, and the conductor 560 are disposed. In addition, in the channel length direction of the transistor 500, the conductor 560, the insulator 552, the insulator 550, and the insulator 554 are disposed between the insulator 571a and the conductor 542a and between the insulator 571b and the conductor 542b. The insulator 554 has a region in contact with a side surface of the conductor 560 and a region in contact with a bottom surface of the conductor 560.

[0293] The oxide 530 preferably has an oxide 530a disposed on the insulator 524 and an oxide 530b disposed on the oxide 530a. By having the oxide 530a below the oxide 530b, it is possible to suppress the diffusion of impurities from a structure formed below the oxide 530a to the oxide 530b.

[0294] Note that, in the transistor 500, the oxide 530 has a two-layer structure of the oxide 530a and the oxide 530b, but the present invention is not limited to this. For example, the transistor 500 can have a single layer of the oxide 530b or a stacked structure of three or more layers. Alternatively, each of the oxide 530a and the oxide 530b can have a stacked structure.

[0295] The conductor 560 functions as a first gate (also referred to as a top gate) electrode, and the conductor 503 functions as a second gate (also referred to as a back gate) electrode. The insulators 552, 550, and 554 function as first gate insulators, and the insulators 522 and 524 function as second gate insulators. The gate insulators may be referred to as a gate insulating layer or a gate insulating film. The conductor 542a functions as one of a source and a drain, and the conductor 542b functions as the other of the source and the drain. At least a part of a region of the oxide 530 overlapping with the conductor 560 functions as a channel formation region.

[0296] FIG. 24A shows an enlarged view of the vicinity of the channel formation region in FIG. 22A. When oxygen is supplied to the oxide 530b, a channel formation region is formed in a region between the conductor 542a and the conductor 542b. Thus, as shown in FIG. 24A, the oxide 530b has a region 530bc that functions as a channel formation region of the transistor 500, and regions 530ba and 530bb that are provided on either side of the region 530bc and function as a source region or a drain region. At least a portion of the region 530bc overlaps with the conductor 560. In other words, the region 530bc is provided in a region between the conductor 542a and the conductor 542b. The region 530ba is provided to overlap with the conductor 542a, and the region 530bb is provided to overlap with the conductor 542b.

[0297] The region 530bc, which functions as a channel formation region, has a smaller oxygen vacancy (in this specification, oxygen vacancy in a metal oxide is referred to as V) than the regions 530ba and 530bb. O Since the region 530bc has a low oxygen vacancy or a low impurity concentration, it is a high-resistance region with a low carrier concentration. Therefore, the region 530bc can be said to be i-type (intrinsic) or substantially i-type.

[0298] A transistor using a metal oxide has impurities or oxygen vacancies (V O ), electrical characteristics are likely to fluctuate and reliability may decrease. O ) hydrogen near the oxygen vacancy (V O ) with hydrogen (hereafter referred to as V O H.) and generate electrons that serve as carriers. For this reason, if oxygen vacancies are present in a region in an oxide semiconductor in which a channel is formed, the transistor is likely to have normally-on characteristics (a channel exists and current flows through the transistor even when no voltage is applied to the gate electrode). Therefore, in the region in an oxide semiconductor in which a channel is formed, impurities, oxygen vacancies, and V OIt is preferable that H is reduced as much as possible.

[0299] In addition, the regions 530ba and 530bb that function as the source region and the drain region have oxygen vacancies (V O ) or a high concentration of at least one impurity such as hydrogen, nitrogen, or a metal element, resulting in an increased carrier concentration and low resistance. That is, the regions 530ba and 530bb are n-type regions with a high carrier concentration and low resistance compared to the region 530bc.

[0300] Here, the carrier concentration of the region 530bc functioning as a channel forming region is 1×10 18 cm -3 It is preferable that the value is less than 1×10 17 cm -3 More preferably, it is less than 1×10 16 cm -3 More preferably, it is less than 1×10 13 cm -3 More preferably, it is less than 1×10 12 cm -3 The lower limit of the carrier concentration of the region 530bc functioning as a channel formation region is not particularly limited, but is, for example, 1×10 -9 cm -3 It can be said that:

[0301] A region may be formed between the region 530bc and the region 530ba or the region 530bb, the carrier concentration of which is equal to or lower than that of the region 530ba and the region 530bb, and equal to or higher than that of the region 530bc. That is, the region functions as a junction region between the region 530bc and the region 530ba or the region 530bb. The junction region may have a hydrogen concentration equal to or lower than that of the region 530ba and the region 530bb, and equal to or higher than that of the region 530bc. The junction region may have an oxygen vacancy equal to or less than that of the region 530ba and the region 530bb, and equal to or more than that of the region 530bc.

[0302] 24A shows an example in which the regions 530ba, 530bb, and 530bc are formed in the oxide 530b, but the present invention is not limited to this. For example, each of the above regions may be formed not only in the oxide 530b but also in the oxide 530a.

[0303] In addition, it may be difficult to clearly detect the boundaries between the regions in the oxide 530. The concentrations of metal elements and impurity elements such as hydrogen and nitrogen detected in each region may change continuously in each region, not just stepwise. In other words, it is sufficient that the concentrations of metal elements and impurity elements such as hydrogen and nitrogen decrease in the region closer to the channel formation region.

[0304] In the transistor 500, the oxide 530 including the channel formation region (the oxide 530a and the oxide 530b) is preferably a metal oxide that functions as a semiconductor (hereinafter also referred to as an oxide semiconductor).

[0305] In addition, the metal oxide functioning as a semiconductor preferably has a band gap of 2 eV or more, more preferably 2.5 eV or more. By using a metal oxide having a wide band gap in this way, the off-state current of a transistor can be reduced.

[0306] As the oxide 530, for example, a metal oxide such as an In-M-Zn oxide having indium, element M, and zinc (element M is one or more selected from aluminum, gallium, yttrium, tin, copper, vanadium, beryllium, boron, titanium, iron, nickel, germanium, zirconium, molybdenum, lanthanum, cerium, neodymium, hafnium, tantalum, tungsten, magnesium, etc.) may be used. Alternatively, as the oxide 530, an In-Ga oxide, an In-Zn oxide, or an indium oxide may be used.

[0307] Here, it is preferable that the atomic ratio of In to the element M in the metal oxide used for oxide 530b is greater than the atomic ratio of In to the element M in the metal oxide used for oxide 530a.

[0308] In this manner, by disposing the oxide 530a below the oxide 530b, it is possible to suppress the diffusion of impurities and oxygen from structures formed below the oxide 530a into the oxide 530b.

[0309] In addition, the oxide 530a and the oxide 530b have a common element other than oxygen (as a main component), so that the defect state density at the interface between the oxide 530a and the oxide 530b can be reduced. Since the defect state density at the interface between the oxide 530a and the oxide 530b can be reduced, the effect of interface scattering on carrier conduction is small, and a high on-current can be obtained.

[0310] The oxide 530b is preferably crystalline. In particular, it is preferable to use c-axis aligned crystalline oxide semiconductor (CAAC-OS) as the oxide 530b.

[0311] CAAC-OS has a highly crystalline and dense structure and is free of impurities and defects (e.g., oxygen vacancies (V O In particular, by subjecting the metal oxide to heat treatment at a temperature at which the metal oxide does not polycrystallize (for example, 400° C. or higher and 600° C. or lower) after formation of the metal oxide, the CAAC-OS can have a dense structure with higher crystallinity. In this way, the density of the CAAC-OS can be increased, and the diffusion of impurities or oxygen in the CAAC-OS can be reduced.

[0312] On the other hand, it is difficult to identify clear grain boundaries in CAAC-OS, so it is said that the decrease in electron mobility caused by grain boundaries is unlikely to occur. Therefore, metal oxides with CAAC-OS have stable physical properties. Therefore, metal oxides with CAAC-OS are resistant to heat and highly reliable.

[0313] In a transistor using an oxide semiconductor, if impurities and oxygen vacancies exist in a region in which a channel is formed in the oxide semiconductor, the electrical characteristics are likely to fluctuate and the reliability may be reduced. In addition, hydrogen near the oxygen vacancies is called a defect in which hydrogen enters the oxygen vacancy (hereinafter referred to as V O H.) and generate electrons that serve as carriers. For this reason, if oxygen vacancies are present in a region in an oxide semiconductor in which a channel is formed, the transistor is likely to have normally-on characteristics (a channel exists and current flows through the transistor even when no voltage is applied to the gate electrode). Therefore, in the region in an oxide semiconductor in which a channel is formed, impurities, oxygen vacancies, and V O It is preferable that H is reduced as much as possible. In other words, it is preferable that a region in the oxide semiconductor where a channel is formed has a reduced carrier concentration and is i-type (intrinsic) or substantially i-type.

[0314] In response to this problem, an insulator containing oxygen that is released by heating (hereinafter may be referred to as excess oxygen) is provided near the oxide semiconductor and heat treatment is performed. In this way, oxygen is supplied from the insulator to the oxide semiconductor, and oxygen vacancies and V O H can be reduced. However, if an excessive amount of oxygen is supplied to the source region or drain region, this may cause a decrease in the on-current or a decrease in the field effect mobility of the transistor 500. Furthermore, if the oxygen supplied to the source region or drain region varies within the substrate surface, the characteristics of the semiconductor device having the transistor will vary.

[0315] Therefore, in the oxide semiconductor, the region 530bc that functions as a channel formation region preferably has a reduced carrier concentration and is i-type or substantially i-type, whereas the regions 530ba and 530bb that function as source and drain regions preferably have a high carrier concentration and are n-type. O It is preferable to reduce H so that an excessive amount of oxygen is not supplied to the regions 530ba and 530bb.

[0316] Therefore, in the present embodiment, in a state where the conductor 542a and the conductor 542b are provided on the oxide 530b, a microwave treatment is performed in an atmosphere containing oxygen to remove the oxygen vacancies in the region 530bc and the V O The microwave treatment herein refers to a treatment using an apparatus having a power source that generates high-density plasma using microwaves, for example.

[0317] By performing microwave processing in an atmosphere containing oxygen, oxygen gas can be turned into plasma using microwaves or high frequency waves such as RF, and the oxygen plasma can be made to work. At this time, microwaves or high frequency waves such as RF can also be irradiated onto the region 530bc. The V of the region 530bc can be made to work by the action of the plasma, microwaves, etc. O H is split off, hydrogen H is removed from the region 530bc, and oxygen vacancy V Ocan be compensated for with oxygen. That is, in the region 530bc, "V O H→H+V O " occurs, and the hydrogen concentration in the region 530bc can be reduced. Therefore, the oxygen vacancies in the region 530bc and the V O H can be reduced, lowering the carrier concentration.

[0318] Furthermore, when microwave processing is performed in an atmosphere containing oxygen, the effects of microwaves, high frequency waves such as RF, oxygen plasma, and the like are shielded by the conductors 542a and 542b and do not reach the regions 530ba and 530bb. Furthermore, the effects of oxygen plasma can be reduced by the insulators 571 and 580 that are provided to cover the oxide 530b and the conductor 542. As a result, during microwave processing, the V O Since there is no reduction in H and no excessive supply of oxygen, a decrease in the carrier concentration can be prevented.

[0319] Moreover, it is preferable to perform a microwave treatment in an atmosphere containing oxygen after forming the insulating film to be the insulator 552 or the insulating film to be the insulator 550. By performing a microwave treatment in an atmosphere containing oxygen through the insulator 552 or the insulator 550 in this manner, oxygen can be efficiently injected into the region 530bc. Furthermore, by arranging the insulator 552 so as to be in contact with the side surface of the conductor 542 and the surface of the region 530bc, it is possible to suppress the injection of more oxygen than necessary into the region 530bc and to suppress the oxidation of the side surface of the conductor 542. Furthermore, it is possible to suppress the oxidation of the side surface of the conductor 542 during the formation of the insulating film to be the insulator 550.

[0320] The oxygen implanted into the region 530bc may take various forms, such as oxygen atoms, oxygen molecules, and oxygen radicals (atoms, molecules, or ions having an unpaired electron, also known as O radicals). The oxygen implanted into the region 530bc may take one or more of the above forms, and is particularly preferably an oxygen radical. The film quality of the insulator 552 and the insulator 550 can be improved, thereby improving the reliability of the transistor 500.

[0321] In this manner, oxygen vacancies and V are selectively formed in the oxide semiconductor region 530bc. O By removing H, the region 530bc can be made i-type or substantially i-type. Furthermore, the supply of excess oxygen to the regions 530ba and 530bb, which function as source and drain regions, can be suppressed, and the n-type can be maintained. This suppresses fluctuations in the electrical characteristics of the transistor 500, and reduces the variation in the electrical characteristics of the transistor 500 within the substrate surface.

[0322] By adopting the above-mentioned configuration, it is possible to provide a semiconductor device with less variation in transistor characteristics, a highly reliable semiconductor device, and a semiconductor device having good electrical characteristics.

[0323] 22B, in a cross-sectional view of the transistor 500 in the channel width direction, a curved surface may be formed between the side surface of the oxide 530b and the top surface of the oxide 530b. In other words, the end of the side surface and the end of the top surface may be curved (hereinafter also referred to as rounded).

[0324] The radius of curvature of the curved surface is preferably greater than 0 nm and smaller than the film thickness of the oxide 530b in the region overlapping with the conductor 542, or smaller than half the length of the region not having the curved surface. Specifically, the radius of curvature of the curved surface is greater than 0 nm and less than 20 nm, preferably greater than 1 nm and less than 15 nm, and more preferably greater than 2 nm and less than 10 nm. By forming the curved surface in this shape, the coverage of the oxide 530b by the insulators 552, 550, and 554, and the conductor 560 can be improved.

[0325] The oxide 530 preferably has a laminated structure of a plurality of oxide layers having different chemical compositions. Specifically, in the metal oxide used for the oxide 530a, the atomic ratio of element M to the metal element that is the main component is preferably larger than the atomic ratio of element M to the metal element that is the main component in the metal oxide used for the oxide 530b. In addition, in the metal oxide used for the oxide 530a, the atomic ratio of element M to In is preferably larger than the atomic ratio of element M to In in the metal oxide used for the oxide 530b. In addition, in the metal oxide used for the oxide 530b, the atomic ratio of In to element M is preferably larger than the atomic ratio of In to element M in the metal oxide used for the oxide 530a.

[0326] Moreover, the oxide 530b is preferably a crystalline oxide such as CAAC-OS. A crystalline oxide such as CAAC-OS has few impurities and defects (such as oxygen vacancies) and has a dense structure with high crystallinity. This can suppress the source electrode or drain electrode from extracting oxygen from the oxide 530b. As a result, even when heat treatment is performed, the extraction of oxygen from the oxide 530b can be reduced, and the transistor 500 is stable against high temperatures (so-called thermal budget) in the manufacturing process.

[0327] Here, the conduction band minimum changes gradually at the junction between the oxide 530a and the oxide 530b. In other words, the conduction band minimum at the junction between the oxide 530a and the oxide 530b can be said to change continuously or to be a continuous junction. To achieve this, it is preferable to reduce the defect level density of the mixed layer formed at the interface between the oxide 530a and the oxide 530b.

[0328] Specifically, the oxide 530a and the oxide 530b have a common element other than oxygen as a main component, so that a mixed layer with a low density of defect states can be formed. For example, when the oxide 530b is an In-M-Zn oxide, the oxide 530a may be an In-M-Zn oxide, an M-Zn oxide, an oxide of element M, an In-Zn oxide, an indium oxide, or the like.

[0329] Specifically, the oxide 530a may be a metal oxide having a composition of In:M:Zn=1:3:4 [atomic ratio] or a composition close thereto, or In:M:Zn=1:1:0.5 [atomic ratio] or a composition close thereto. The oxide 530b may be a metal oxide having a composition of In:M:Zn=1:1:1 [atomic ratio] or a composition close thereto, or In:M:Zn=4:2:3 [atomic ratio] or a composition close thereto. The composition close thereto includes a range of ±30% of the desired atomic ratio. The element M is preferably gallium.

[0330] In addition, when a metal oxide film is formed by a sputtering method, the above atomic ratio is not limited to the atomic ratio of the formed metal oxide film, but may be the atomic ratio of a sputtering target used to form the metal oxide film.

[0331] 22A and other drawings, by providing an insulator 552 made of aluminum oxide or the like in contact with the top and side surfaces of the oxide 530, indium contained in the oxide 530 may be unevenly distributed at and near the interface between the oxide 530 and the insulator 552. As a result, the atomic ratio near the surface of the oxide 530 becomes close to that of indium oxide or In-Zn oxide. By increasing the atomic ratio of indium near the surface of the oxide 530, particularly the oxide 530b, in this way, the field-effect mobility of the transistor 500 can be improved.

[0332] By configuring the oxide 530a and the oxide 530b as described above, the defect state density at the interface between the oxide 530a and the oxide 530b can be reduced, so that the influence of the interface scattering on the carrier conduction is reduced, and the transistor 500 can obtain a large on-state current and high frequency characteristics.

[0333] At least one of the insulators 512, 514, 544, 571, 574, 576, and 581 preferably functions as a barrier insulating film that suppresses diffusion of impurities such as water and hydrogen from the substrate side or from above the transistor 500 to the transistor 500. Therefore, at least one of the insulators 512, 514, 544, 571, 574, 576, and 581 preferably suppresses diffusion of impurities such as hydrogen, water, hydrogen, and nitrogen atoms, hydrogen molecules, water molecules, nitrogen atoms, nitrogen molecules, and nitrogen oxide molecules (N 2 O, NO, NO 2 It is preferable to use an insulating material that has a function of suppressing the diffusion of impurities such as copper atoms (the impurities are unlikely to permeate through the insulating material), or that has a function of suppressing the diffusion of oxygen (for example, at least one of oxygen atoms, oxygen molecules, etc.) (the oxygen is unlikely to permeate through the insulating material).

[0334] In this specification, a barrier insulating film refers to an insulating film having a barrier property. In this specification, the barrier property means a function of suppressing the diffusion of a corresponding substance (also called low permeability) or a function of capturing and fixing a corresponding substance (also called gettering).

[0335] For the insulators 512, 514, 544, 571, 574, 576, and 581, it is preferable to use an insulator having a function of suppressing diffusion of impurities such as water and hydrogen, and oxygen. For example, aluminum oxide, magnesium oxide, hafnium oxide, gallium oxide, indium gallium zinc oxide, silicon nitride, or silicon nitride oxide can be used. For example, it is preferable to use silicon nitride or the like having a higher hydrogen barrier property as the insulators 512, 544, and 576. For example, it is preferable to use aluminum oxide or magnesium oxide or the like having a higher function of capturing and fixing hydrogen as the insulators 514, 571, 574, and 581. This can suppress diffusion of impurities such as water and hydrogen from the substrate side to the transistor 500 side through the insulators 512 and 514. Alternatively, it is possible to suppress diffusion of impurities such as water and hydrogen from an interlayer insulating film disposed outside the insulator 581 to the transistor 500. Alternatively, it is possible to suppress diffusion of oxygen contained in the insulator 524 or the like to the substrate side through the insulator 512 and the insulator 514. Alternatively, it is possible to suppress diffusion of oxygen contained in the insulator 580 or the like to an upper side than the transistor 500 through the insulator 574 or the like. In this manner, it is preferable to have a structure in which the transistor 500 is surrounded by the insulators 512, 514, 571, 544, 574, 576, and 581, which have the function of suppressing diffusion of impurities such as water and hydrogen, and oxygen.

[0336] Here, it is preferable to use an oxide having an amorphous structure as the insulators 512, 514, 544, 571, 574, 576, and 581. For example, AlO x (x is any number greater than 0), or MgO y It is preferable to use a metal oxide such as y (y is any number greater than 0). In such a metal oxide having an amorphous structure, oxygen atoms have dangling bonds, and the dangling bonds may have the property of capturing or fixing hydrogen. By using such a metal oxide having an amorphous structure as a component of the transistor 500 or providing it around the transistor 500, hydrogen contained in the transistor 500 or hydrogen present around the transistor 500 can be captured or fixed. In particular, it is preferable to capture or fix hydrogen contained in the channel formation region of the transistor 500. By using a metal oxide having an amorphous structure as a component of the transistor 500 or providing it around the transistor 500, a transistor 500 and a semiconductor device having good characteristics and high reliability can be manufactured.

[0337] Furthermore, the insulators 512, 514, 544, 571, 574, 576, and 581 preferably have an amorphous structure, but may have a polycrystalline region in a portion thereof. The insulators 512, 514, 544, 571, 574, 576, and 581 may have a multilayer structure in which a layer of an amorphous structure and a layer of a polycrystalline structure are stacked. For example, they may have a stacked structure in which a layer of a polycrystalline structure is formed on a layer of an amorphous structure.

[0338] The insulators 512, 514, 544, 571, 574, 576, and 581 may be formed by, for example, a sputtering method. The sputtering method does not require the use of molecules containing hydrogen in a film formation gas, and therefore can reduce the hydrogen concentration in the insulators 512, 514, 544, 571, 574, 576, and 581. Note that the film formation method is not limited to the sputtering method, and a chemical vapor deposition (CVD) method, a molecular beam epitaxy (MBE) method, a pulsed laser deposition (PLD) method, an atomic layer deposition (ALD) method, or the like may be used as appropriate.

[0339] It may also be preferable to reduce the resistivity of insulator 512, insulator 544, and insulator 576. For example, the resistivity of insulator 512, insulator 544, and insulator 576 may be reduced to approximately 1×10 13 By setting the resistivity at Ωcm, the insulator 512, the insulator 544, and the insulator 576 may be able to reduce charge-up of the conductor 503, the conductor 542, the conductor 560, and the like in a process using plasma or the like in a semiconductor device manufacturing process. 10 Ωcm or more 1×10 15 Ωcm or less.

[0340] The insulators 516, 574, 580, and 581 preferably have a lower dielectric constant than the insulator 514. By using a material with a low dielectric constant as an interlayer film, parasitic capacitance between wirings can be reduced. For example, silicon oxide, silicon oxynitride, silicon oxide to which fluorine has been added, silicon oxide to which carbon has been added, silicon oxide to which carbon and nitrogen have been added, silicon oxide having vacancies, or the like can be used as appropriate for the insulators 516, 580, and 581.

[0341] For example, the insulator 581 is preferably an insulator that functions as an interlayer film, a planarizing film, or the like.

[0342] The conductor 503 is disposed so as to overlap the oxide 530 and the conductor 560. Here, the conductor 503 is preferably provided by being embedded in an opening formed in the insulator 516. In addition, a part of the conductor 503 may be embedded in the insulator 514.

[0343] The conductor 503 includes conductor 503a and conductor 503b. The conductor 503a is provided in contact with the bottom surface and side wall of the opening. The conductor 503b is provided so as to be embedded in a recess formed in the conductor 503a. Here, the height of the top of the conductor 503b is approximately equal to the height of the top of the conductor 503a and the height of the top of the insulator 516.

[0344] Here, the conductor 503a is a hydrogen atom, a hydrogen molecule, a water molecule, a nitrogen atom, a nitrogen molecule, a nitrogen oxide molecule (N 2 O, NO, NO 2 It is preferable to use a conductive material having a function of suppressing the diffusion of impurities such as copper atoms, etc., or oxygen (e.g., at least one of oxygen atoms, oxygen molecules, etc.).

[0345] By using a conductive material having a function of reducing hydrogen diffusion for the conductor 503a, it is possible to prevent impurities such as hydrogen contained in the conductor 503b from diffusing into the oxide 530 via the insulator 524 or the like. In addition, by using a conductive material having a function of suppressing oxygen diffusion for the conductor 503a, it is possible to suppress the conductor 503b from being oxidized and its conductivity from decreasing. As the conductive material having a function of suppressing oxygen diffusion, it is preferable to use, for example, titanium, titanium nitride, tantalum, tantalum nitride, ruthenium, ruthenium oxide, or the like. Therefore, the conductor 503a may be a single layer or a multilayer of the above conductive material. For example, the conductor 503a may be made of titanium nitride.

[0346] The conductor 503b is preferably made of a conductive material containing tungsten, copper, or aluminum as a main component, for example, tungsten.

[0347] The conductor 503 may function as a second gate electrode. In this case, the threshold voltage (Vth) of the transistor 500 can be controlled by changing the potential applied to the conductor 503 independently of the potential applied to the conductor 560. In particular, applying a negative potential to the conductor 503 can increase the Vth of the transistor 500 and reduce the off-state current. Therefore, applying a negative potential to the conductor 503 can reduce the drain current when the potential applied to the conductor 560 is 0 V, compared to not applying a negative potential.

[0348] The electrical resistivity of the conductor 503 is designed taking into consideration the potential applied to the conductor 503, and the film thickness of the conductor 503 is set according to the electrical resistivity. The film thickness of the insulator 516 is approximately the same as that of the conductor 503. Here, it is preferable to make the film thicknesses of the conductor 503 and the insulator 516 thin within the range permitted by the design of the conductor 503. By making the film thickness of the insulator 516 thin, the absolute amount of impurities such as hydrogen contained in the insulator 516 can be reduced, and therefore the diffusion of the impurities into the oxide 530 can be reduced.

[0349] The conductor 503 is preferably provided larger than the size of a region of the oxide 530 that does not overlap with the conductor 542a and the conductor 542b when viewed from above. In particular, as shown in FIG. 22B, the conductor 503 preferably extends also in a region outside the ends of the oxide 530a and the oxide 530b in the channel width direction. That is, outside the side surface of the oxide 530 in the channel width direction, the conductor 503 and the conductor 560 preferably overlap with each other via an insulator. With this configuration, the channel formation region of the oxide 530 can be electrically surrounded by the electric field of the conductor 560 functioning as the first gate electrode and the electric field of the conductor 503 functioning as the second gate electrode. In this specification, a structure of a transistor in which the channel formation region is electrically surrounded by the electric fields of the first gate and the second gate is called a surrounded channel (S-channel) structure.

[0350] In this specification and the like, a transistor with an S-channel structure refers to a transistor structure in which a channel formation region is electrically surrounded by the electric fields of one and the other of a pair of gate electrodes. The S-channel structure disclosed in this specification and the like is different from a fin type structure and a planar type structure. By adopting the S-channel structure, it is possible to improve resistance to the short channel effect, in other words, to make a transistor in which the short channel effect is unlikely to occur.

[0351] 22B, the conductor 503 is extended to function as a wiring. However, the present invention is not limited to this, and a conductor functioning as a wiring may be provided below the conductor 503. Also, it is not necessary to provide one conductor 503 for each transistor. For example, the conductor 503 may be shared by multiple transistors.

[0352] Note that, although the conductor 503 in the transistor 500 has a stacked structure of the conductor 503a and the conductor 503b, the present invention is not limited to this. For example, the conductor 503 may have a single layer or a stacked structure of three or more layers.

[0353] Insulator 522 and insulator 524 function as gate insulators.

[0354] The insulator 522 preferably has a function of suppressing the diffusion of hydrogen (e.g., at least one of hydrogen atoms, hydrogen molecules, etc.). The insulator 522 preferably has a function of suppressing the diffusion of oxygen (e.g., at least one of oxygen atoms, oxygen molecules, etc.). For example, the insulator 522 preferably has a function of suppressing the diffusion of one or both of hydrogen and oxygen more than the insulator 524.

[0355] The insulator 522 may be an insulator containing an oxide of one or both of insulating materials, aluminum and hafnium. As the insulator, it is preferable to use aluminum oxide, hafnium oxide, an oxide containing aluminum and hafnium (hafnium aluminate), or the like. When the insulator 522 is formed using such a material, the insulator 522 functions as a layer that suppresses release of oxygen from the oxide 530 to the substrate side and diffusion of impurities such as hydrogen from the periphery of the transistor 500 to the oxide 530. Thus, by providing the insulator 522, it is possible to suppress diffusion of impurities such as hydrogen into the inside of the transistor 500 and suppress generation of oxygen vacancies in the oxide 530. In addition, it is possible to suppress reaction of the conductor 503 with oxygen contained in the insulator 524 and the oxide 530.

[0356] Alternatively, for example, aluminum oxide, bismuth oxide, germanium oxide, niobium oxide, silicon oxide, titanium oxide, tungsten oxide, yttrium oxide, or zirconium oxide may be added to the insulator. Alternatively, these insulators may be nitrided. Furthermore, the insulator 522 may be formed by stacking silicon oxide, silicon oxynitride, or silicon nitride on these insulators.

[0357] The insulator 522 may be a single layer or a multilayer insulator containing a so-called high-k material, such as aluminum oxide, hafnium oxide, tantalum oxide, or zirconium oxide. As transistors become smaller and more highly integrated, problems such as leakage current may occur due to the thinning of the gate insulator. By using a high-k material for the insulator that functions as the gate insulator, it is possible to reduce the gate potential during transistor operation while maintaining the physical film thickness. Alternatively, the insulator 522 may be made of lead zirconate titanate (PZT), strontium titanate (SrTiO 3 ), (Ba,Sr)TiO 3 In some cases, materials with a high dielectric constant such as (BST) can be used.

[0358] The insulator 524 in contact with the oxide 530 may be made of, for example, silicon oxide, silicon oxynitride, or the like as appropriate.

[0359] In addition, in a manufacturing process of the transistor 500, it is preferable to perform heat treatment while the surface of the oxide 530 is exposed. The heat treatment may be performed at a temperature of, for example, 100° C. or higher and 600° C. or lower, more preferably 350° C. or higher and 550° C. or lower. Note that the heat treatment is performed in an atmosphere of nitrogen gas or an inert gas, or an atmosphere containing an oxidizing gas at 10 ppm or higher, 1% or higher, or 10% or higher. For example, the heat treatment is preferably performed in an oxygen atmosphere. In this way, oxygen is supplied to the oxide 530 to reduce oxygen deficiencies (V O) can be reduced. The heat treatment may be performed under reduced pressure. Alternatively, the heat treatment may be performed in an atmosphere containing 10 ppm or more, 1% or more, or 10% or more of an oxidizing gas in order to compensate for the desorbed oxygen after the heat treatment in a nitrogen gas or inert gas atmosphere. Alternatively, the heat treatment may be performed in an atmosphere containing 10 ppm or more, 1% or more, or 10% or more of an oxidizing gas in succession to a nitrogen gas or inert gas atmosphere.

[0360] In addition, by subjecting the oxide 530 to an oxygen supplying treatment, the oxygen vacancies in the oxide 530 are repaired by the supplied oxygen. In other words, O Furthermore, the reaction of the hydrogen remaining in the oxide 530 with the supplied oxygen can be promoted to convert the hydrogen into H 2 O. This causes the hydrogen remaining in the oxide 530 to recombine with the oxygen vacancies and form V. O The formation of H can be suppressed.

[0361] The insulator 522 and the insulator 524 may have a stacked structure of two or more layers. In this case, the stacked structure is not limited to a stacked structure made of the same material, and may be a stacked structure made of different materials. The insulator 524 may be formed in an island shape by overlapping with the oxide 530a. In this case, the insulator 544 is configured to be in contact with the side surface of the insulator 524 and the top surface of the insulator 522.

[0362] The conductor 542a and the conductor 542b are provided in contact with the top surface of the oxide 530b. The conductor 542a and the conductor 542b function as a source electrode and a drain electrode of the transistor 500, respectively.

[0363] As the conductor 542 (conductor 542a and conductor 542b), for example, a nitride containing tantalum, a nitride containing titanium, a nitride containing molybdenum, a nitride containing tungsten, a nitride containing tantalum and aluminum, a nitride containing titanium and aluminum, or the like is preferably used. In one embodiment of the present invention, a nitride containing tantalum is particularly preferable. Also, for example, ruthenium oxide, ruthenium nitride, an oxide containing strontium and ruthenium, an oxide containing lanthanum and nickel, or the like may be used. These materials are preferable because they are conductive materials that are difficult to oxidize, or materials that maintain their conductivity even when they absorb oxygen.

[0364] Note that hydrogen contained in oxide 530b and the like may diffuse into conductor 542a or conductor 542b. In particular, by using a nitride containing tantalum for conductor 542a and conductor 542b, hydrogen contained in oxide 530b and the like is likely to diffuse into conductor 542a or conductor 542b, and the diffused hydrogen may bond with nitrogen contained in conductor 542a or conductor 542b. In other words, hydrogen contained in oxide 530b and the like may be absorbed by conductor 542a or conductor 542b.

[0365] Furthermore, it is preferable that no curved surface be formed between the side surface of the conductor 542 and the top surface of the conductor 542. The conductor 542 having no curved surface can increase the cross-sectional area of ​​the conductor 542 in the cross section in the channel width direction. This can increase the conductivity of the conductor 542 and the on-state current of the transistor 500.

[0366] The insulator 571a is provided in contact with the top surface of the conductor 542a, and the insulator 571b is provided in contact with the top surface of the conductor 542b. The insulator 571 preferably functions as a barrier insulating film against oxygen. Therefore, the insulator 571 preferably has a function of suppressing the diffusion of oxygen. For example, the insulator 571 preferably has a function of suppressing the diffusion of oxygen more than the insulator 580. For example, a nitride containing silicon such as silicon nitride may be used as the insulator 571. The insulator 571 preferably has a function of capturing impurities such as hydrogen. In that case, the insulator 571 may be an insulator such as a metal oxide having an amorphous structure, for example, aluminum oxide or magnesium oxide. In particular, it is preferable to use aluminum oxide having an amorphous structure or aluminum oxide having an amorphous structure as the insulator 571 because hydrogen can be captured or fixed more effectively. This makes it possible to manufacture a transistor 500 and a semiconductor device having excellent characteristics and high reliability.

[0367] The insulator 544 is provided to cover the insulator 524, the oxide 530a, the oxide 530b, the conductor 542, and the insulator 571. The insulator 544 preferably has a function of capturing hydrogen and fixing hydrogen. In that case, the insulator 544 preferably includes an insulator such as silicon nitride or a metal oxide having an amorphous structure, for example, aluminum oxide or magnesium oxide. For example, the insulator 544 may be a stacked film of aluminum oxide and silicon nitride on the aluminum oxide.

[0368] By providing the insulator 571 and the insulator 544 as described above, the conductor 542 can be wrapped in an insulator having a barrier property against oxygen. That is, it is possible to prevent oxygen contained in the insulator 524 and the insulator 580 from diffusing into the conductor 542. This makes it possible to suppress a situation in which the conductor 542 is directly oxidized by the oxygen contained in the insulator 524 and the insulator 580, causing an increase in resistivity and a decrease in on-current.

[0369] The insulator 552 functions as part of the gate insulator. As the insulator 552, a barrier insulating film against oxygen is preferably used. As the insulator 552, any of the insulators that can be used for the insulator 574 described above may be used. As the insulator 552, an insulator containing one or both of an oxide of aluminum and hafnium may be used. As the insulator, aluminum oxide, hafnium oxide, an oxide containing aluminum and hafnium (hafnium aluminate), an oxide containing hafnium and silicon (hafnium silicate), or the like may be used. In this embodiment, aluminum oxide is used as the insulator 552. In this case, the insulator 552 is an insulator containing at least oxygen and aluminum.

[0370] As shown in FIG. 22B, the insulator 552 is provided in contact with the top and side surfaces of the oxide 530b, the side surfaces of the oxide 530a, the side surfaces of the insulator 524, and the top surface of the insulator 522. That is, the regions of the oxide 530a, the oxide 530b, and the insulator 524 that overlap with the conductor 560 are covered with the insulator 552 in the cross section in the channel width direction. This allows the insulator 552, which has a barrier property against oxygen, to block oxygen from being released from the oxide 530a and the oxide 530b when a heat treatment or the like is performed. This makes it possible to reduce the formation of oxygen vacancies (Vo) in the oxide 530a and the oxide 530b. This reduces the oxygen vacancies (Vo) and V formed in the region 530bc. O H can be reduced. Thus, the electrical characteristics of the transistor 500 can be improved, and the reliability can be improved.

[0371] Conversely, even if the insulator 580 and the insulator 550 contain an excessive amount of oxygen, the oxygen can be prevented from being excessively supplied to the oxide 530a and the oxide 530b. Thus, it is possible to prevent the regions 530ba and 530bb from being excessively oxidized through the region 530bc, thereby preventing a decrease in the on-state current or the field-effect mobility of the transistor 500.

[0372] 22A , the insulator 552 is provided in contact with each of the side surfaces of the conductor 542, the insulator 571, the insulator 544, and the insulator 580. This reduces the oxidation of the side surface of the conductor 542 and the formation of an oxide film on the side surface. This can prevent a decrease in the on-state current or a decrease in the field-effect mobility of the transistor 500.

[0373] The insulator 552, together with the insulator 554, the insulator 550, and the conductor 560, needs to be provided in an opening formed in the insulator 580 or the like. In order to miniaturize the transistor 500, it is preferable that the insulator 552 has a thin film thickness. The insulator 552 has a film thickness of preferably 0.1 nm or more, 0.5 nm or more, or 1.0 nm or more, and preferably 1.0 nm or less, 3.0 nm or less, or 5.0 nm or less. Note that the above-mentioned lower limit and upper limit values ​​can be combined. In this case, the insulator 552 only needs to have a region having the above-mentioned film thickness at least in a part thereof. It is also preferable that the film thickness of the insulator 552 is thinner than that of the insulator 550. In this case, the insulator 552 only needs to have a region having a film thickness thinner than that of the insulator 550 at least in a part thereof.

[0374] To form the insulator 552 to a thin thickness as described above, it is preferable to form the film by the ALD method. The ALD method includes a thermal ALD method in which a precursor and a reactant are reacted only by thermal energy, and a plasma enhanced ALD method in which a plasma excited reactant is used. The PEALD method may be preferable because it uses plasma, which allows film formation at a lower temperature.

[0375] The ALD method utilizes the self-controlling property of atoms and can deposit atoms one layer at a time, and therefore has the following advantages: extremely thin films can be formed, films can be formed on structures with high aspect ratios, films can be formed with fewer defects such as pinholes, films can be formed with excellent coverage, films can be formed at low temperatures, etc. Therefore, the insulator 552 can be formed with good coverage on the side surfaces of an opening formed in the insulator 580, etc., with the above-mentioned thin film thickness.

[0376] Some precursors used in the ALD method contain carbon and other impurities. Therefore, films formed by the ALD method may contain more impurities such as carbon than films formed by other film formation methods. The amount of impurities can be quantified using secondary ion mass spectrometry (SIMS) or X-ray photoelectron spectroscopy (XPS).

[0377] The insulator 550 functions as a part of the gate insulator. The insulator 550 is preferably disposed in contact with the upper surface of the insulator 552. The insulator 550 can be made of silicon oxide, silicon oxynitride, silicon nitride oxide, silicon nitride, silicon oxide doped with fluorine, silicon oxide doped with carbon, silicon oxide doped with carbon and nitrogen, silicon oxide having vacancies, or the like. In particular, silicon oxide and silicon oxynitride are preferable because they are stable against heat. In this case, the insulator 550 is an insulator having at least oxygen and silicon.

[0378] Like the insulator 524, the insulator 550 preferably has a reduced concentration of impurities such as water and hydrogen. The thickness of the insulator 550 is preferably 1 nm or more, or 0.5 nm or more, and preferably 15.0 nm or less, or 20 nm or less. Note that the above-mentioned lower limit and upper limit can be combined. In this case, it is sufficient that at least a portion of the insulator 550 has a region with the above-mentioned thickness.

[0379] 22A and 22B show a single-layer structure of the insulator 550, but the present invention is not limited to this and may have a laminated structure of two or more layers. For example, as shown in FIG. 24B, the insulator 550 may have a two-layer laminated structure of an insulator 550a and an insulator 550b on the insulator 550a.

[0380] As shown in FIG. 24B, when the insulator 550 has a two-layer laminated structure, it is preferable that the lower insulator 550a is formed using an insulator that easily transmits oxygen, and the upper insulator 550b is formed using an insulator that has a function of suppressing the diffusion of oxygen. With such a configuration, it is possible to suppress the diffusion of oxygen contained in the insulator 550a to the conductor 560. That is, it is possible to suppress a decrease in the amount of oxygen supplied to the oxide 530. In addition, it is possible to suppress the oxidation of the conductor 560 due to the oxygen contained in the insulator 550a. For example, the insulator 550a is provided using a material that can be used for the insulator 550 described above, and the insulator 550b is preferably an insulator containing one or both of oxides of aluminum and hafnium. As the insulator, aluminum oxide, hafnium oxide, an oxide containing aluminum and hafnium (hafnium aluminate), an oxide containing hafnium and silicon (hafnium silicate), or the like can be used. In this embodiment, hafnium oxide is used as the insulator 550b. In this case, the insulator 550b is an insulator containing at least oxygen and hafnium. The thickness of the insulator 550b is preferably 0.5 nm or more, or 1.0 nm or more, and is preferably 3.0 nm or less, or 5.0 nm or less. The above-mentioned lower limit and upper limit can be combined. In this case, the insulator 550b only needs to have a region with the above-mentioned thickness at least in a portion thereof.

[0381] When silicon oxide or silicon oxynitride is used for the insulator 550a, the insulator 550b may be an insulating material that is a high-k material having a high dielectric constant. The gate insulator can be made into a laminated structure of the insulators 550a and 550b, which is stable against heat and has a high dielectric constant. This makes it possible to reduce the gate potential applied during transistor operation while maintaining the physical thickness of the gate insulator. In addition, it is possible to reduce the equivalent oxide thickness (EOT) of the insulator that functions as the gate insulator. This makes it possible to increase the dielectric strength of the insulator 550.

[0382] The insulator 554 functions as part of the gate insulator. A barrier insulating film against hydrogen is preferably used as the insulator 554. This can prevent impurities such as hydrogen contained in the conductor 560 from diffusing into the insulator 550 and the oxide 530b. The insulator 554 can be any of the insulators that can be used for the insulator 576. For example, silicon nitride formed by a PEALD method can be used as the insulator 554. In this case, the insulator 554 is an insulator containing at least nitrogen and silicon.

[0383] The insulator 554 may further have a barrier property against oxygen, which can prevent oxygen contained in the insulator 550 from diffusing into the conductor 560.

[0384] The insulator 554, together with the insulator 552, the insulator 550, and the conductor 560, needs to be provided in an opening formed in the insulator 580 or the like. In order to miniaturize the transistor 500, it is preferable that the insulator 554 has a thin film thickness. The insulator 554 has a film thickness of preferably 0.1 nm or more, 0.5 nm or more, or 1.0 nm or more, and preferably 3.0 nm or less, or 5.0 nm or less. Note that the above-mentioned lower limit and upper limit values ​​can be combined. In this case, the insulator 554 only needs to have a region having the above-mentioned film thickness at least in a part thereof. It is also preferable that the film thickness of the insulator 554 is thinner than that of the insulator 550. In this case, the insulator 554 only needs to have a region having a film thickness thinner than that of the insulator 550 at least in a part thereof.

[0385] The conductor 560 functions as a first gate electrode of the transistor 500. The conductor 560 preferably includes a conductor 560a and a conductor 560b disposed on the conductor 560a. For example, the conductor 560a is preferably disposed so as to surround the bottom and side surfaces of the conductor 560b. As shown in FIGS. 22A and 22B, the height position of the top of the conductor 560 roughly coincides with the height position of the top of the insulator 550. Note that, although the conductor 560 is shown as a two-layer structure of the conductor 560a and the conductor 560b in FIGS. 22A and 22B, the conductor 560 may be a single-layer structure or a stacked structure of three or more layers.

[0386] The conductor 560a is preferably made of a conductive material having a function of suppressing the diffusion of impurities such as hydrogen atoms, hydrogen molecules, water molecules, nitrogen atoms, nitrogen molecules, nitrogen oxide molecules, copper atoms, etc. Alternatively, it is preferably made of a conductive material having a function of suppressing the diffusion of oxygen (e.g., at least one of oxygen atoms, oxygen molecules, etc.).

[0387] Furthermore, since the conductor 560a has a function of suppressing oxygen diffusion, it is possible to suppress a decrease in conductivity caused by oxidation of the conductor 560b due to oxygen contained in the insulator 550. As a conductive material having a function of suppressing oxygen diffusion, it is preferable to use, for example, titanium, titanium nitride, tantalum, tantalum nitride, ruthenium, ruthenium oxide, or the like.

[0388] In addition, since the conductor 560 also functions as wiring, it is preferable to use a conductor with high conductivity. For example, the conductor 560b can be a conductive material containing tungsten, copper, or aluminum as a main component. The conductor 560b can have a layered structure. Specifically, for example, the conductor 560b can be titanium or titanium nitride and the above-mentioned conductive material.

[0389] Furthermore, in the transistor 500, the conductor 560 is formed in a self-aligned manner so as to fill an opening formed in the insulator 580 or the like. By forming the conductor 560 in this manner, the conductor 560 can be reliably placed in the region between the conductor 542a and the conductor 542b without alignment.

[0390] 22B, in the channel width direction of the transistor 500, the height of the bottom surface of the conductor 560 in a region where the conductor 560 does not overlap with the oxide 530b is preferably lower than the height of the bottom surface of the oxide 530b when the bottom surface of the insulator 522 is used as a reference. When the conductor 560 functioning as a gate electrode is configured to cover the side and top surfaces of the channel formation region of the oxide 530b via the insulator 550 or the like, the electric field of the conductor 560 can be easily applied to the entire channel formation region of the oxide 530b. Thus, the on-current of the transistor 500 can be increased, and the frequency characteristics can be improved. When the bottom surface of the insulator 522 is used as a reference, the difference between the height of the bottom surface of the conductor 560 and the height of the bottom surface of the oxide 530b in a region where the oxides 530a and 530b do not overlap with the conductor 560 is preferably 0 nm or more, 3 nm or more, or 5 nm or more, and is preferably 20 nm or less, 50 nm or less, or 100 nm or less. Note that the above-mentioned lower limit values ​​and upper limit values ​​can be combined with each other.

[0391] The insulator 580 is provided on the insulator 544, and has openings formed in the regions where the insulator 550 and the conductor 560 are provided. The top surface of the insulator 580 may be planarized.

[0392] The insulator 580 that functions as an interlayer film preferably has a low dielectric constant. By using a material with a low dielectric constant as the interlayer film, the parasitic capacitance generated between wirings can be reduced. The insulator 580 is preferably formed using, for example, the same material as the insulator 516. In particular, silicon oxide and silicon oxynitride are preferable because they are thermally stable. In particular, materials such as silicon oxide, silicon oxynitride, and silicon oxide having vacancies are preferable because they can easily form a region containing oxygen that is desorbed by heating.

[0393] The insulator 580 preferably has a reduced concentration of impurities such as water and hydrogen in the insulator 580. For example, the insulator 580 may be formed using an oxide containing silicon, such as silicon oxide or silicon oxynitride, as appropriate.

[0394] The insulator 574 preferably functions as a barrier insulating film that suppresses diffusion of impurities such as water and hydrogen from above to the insulator 580, and preferably has a function of capturing impurities such as hydrogen. The insulator 574 preferably functions as a barrier insulating film that suppresses oxygen transmission. The insulator 574 may be an insulator such as a metal oxide having an amorphous structure, for example, aluminum oxide. In this case, the insulator 574 is an insulator having at least oxygen and aluminum. By providing the insulator 574, which is in contact with the insulator 580 and has a function of capturing impurities such as hydrogen, in the region sandwiched between the insulator 512 and the insulator 581, the impurities such as hydrogen contained in the insulator 580 can be captured, and the amount of hydrogen in the region can be made constant. In particular, it is preferable to use aluminum oxide having an amorphous structure as the insulator 574 because hydrogen can be more effectively captured or fixed. This makes it possible to manufacture a transistor 500 and a semiconductor device having excellent characteristics and high reliability.

[0395] The insulator 576 functions as a barrier insulating film that suppresses diffusion of impurities such as water and hydrogen from above into the insulator 580. The insulator 576 is disposed over the insulator 574. As the insulator 576, a nitride containing silicon, such as silicon nitride or silicon nitride oxide, is preferably used. For example, silicon nitride formed by a sputtering method may be used as the insulator 576. By forming the insulator 576 by a sputtering method, a silicon nitride film with high density can be formed. Alternatively, as the insulator 576, a silicon nitride film formed by a PEALD method or a CVD method may be stacked on the silicon nitride film formed by the sputtering method.

[0396] One of the first terminal or the second terminal of the transistor 500 is electrically connected to a conductor 540a functioning as a plug, and the other of the first terminal or the second terminal of the transistor 500 is electrically connected to a conductor 540b. Note that in this specification and the like, the conductor 540a and the conductor 540b are collectively referred to as the conductor 540.

[0397] As an example, the conductor 540a is provided in a region overlapping with the conductor 542a. Specifically, in the region overlapping with the conductor 542a, openings are formed in the insulators 571, 544, 580, 574, 576, and 581 shown in Fig. 22A and insulators 582 and 586 shown in Fig. 21, and the conductor 540a is provided inside the openings. As an example, the conductor 540b is provided in a region overlapping with the conductor 542b. Specifically, in the region overlapping with conductor 542b, openings are formed in insulators 571, 544, 580, 574, 576, and 581 shown in Fig. 22A and insulators 582 and 586 shown in Fig. 21, and conductor 540b is provided inside the openings. Note that insulators 582 and 586 will be described later.

[0398] 22A, an insulator 541a may be provided between the conductor 540a and a side surface of the opening in a region overlapping with the conductor 542a as an insulator having a barrier property against impurities. Similarly, an insulator 541b may be provided between the conductor 540b and a side surface of the opening in a region overlapping with the conductor 542b as an insulator having a barrier property against impurities. Note that in this specification and the like, the insulators 541a and 541b are collectively referred to as the insulators 541.

[0399] The conductor 540a and the conductor 540b are preferably made of a conductive material containing tungsten, copper, or aluminum as a main component. The conductor 540a and the conductor 540b may have a layered structure.

[0400] In addition, when the conductor 540 has a laminated structure, it is preferable to use a conductive material having a function of suppressing the permeation of impurities such as water and hydrogen for the insulators 574, 576, 581, 580, 544, and the first conductor disposed near the insulator 571. For example, it is preferable to use tantalum, tantalum nitride, titanium, titanium nitride, ruthenium, ruthenium oxide, or the like. In addition, the conductive material having a function of suppressing the permeation of impurities such as water and hydrogen may be used in a single layer or a laminated layer. In addition, it is possible to suppress impurities such as water and hydrogen contained in layers above the insulator 576 from being mixed into the oxide 530 through the conductors 540a and 540b.

[0401] The insulator 541a and the insulator 541b may be a barrier insulating film that can be used for the insulator 544 or the like. For example, the insulator 541a and the insulator 541b may be an insulator such as silicon nitride, aluminum oxide, or silicon nitride oxide. The insulator 541a and the insulator 541b are provided in contact with the insulator 574, the insulator 576, and the insulator 571, and therefore can prevent impurities such as water and hydrogen contained in the insulator 580 or the like from being mixed into the oxide 530 through the conductor 540a and the conductor 540b. In particular, silicon nitride is preferable because it has high blocking properties against hydrogen. In addition, the oxygen contained in the insulator 580 can be prevented from being absorbed by the conductor 540a and the conductor 540b.

[0402] When insulators 541a and 541b are formed into a layered structure as shown in FIG. 22A, it is preferable that a first insulator in contact with the inner wall of an opening, such as insulator 580, and a second insulator inside it are formed by combining a barrier insulating film against oxygen and a barrier insulating film against hydrogen.

[0403] For example, aluminum oxide formed by the ALD method may be used as the first insulator, and silicon nitride formed by the PEALD method may be used as the second insulator. With such a configuration, oxidation of the conductor 540 can be suppressed, and further, hydrogen can be prevented from being mixed into the conductor 540.

[0404] Note that, although the transistor 500 illustrates a configuration in which the first insulator of the insulator 541 and the second conductor of the insulator 541 are stacked, the present invention is not limited to this. For example, the insulator 541 may be provided as a single layer or a stacked structure of three or more layers. Furthermore, the transistor 500 illustrates a configuration in which the first conductor of the conductor 540 and the second conductor of the conductor 540 are stacked, but the present invention is not limited to this. For example, the conductor 540 may be provided as a single layer or a stacked structure of three or more layers.

[0405] 21, conductors 610 and 612, which function as wiring and are in contact with the upper portion of conductor 540a and the upper portion of conductor 540b, may be disposed. Conductor 610 and conductor 612 are preferably made of a conductive material containing tungsten, copper, or aluminum as a main component. The conductors may have a laminated structure. Specifically, for example, the conductors may be a laminate of titanium or titanium nitride and the above-mentioned conductive material. The conductors may be formed so as to be embedded in openings provided in an insulator.

[0406] The structure of the transistors included in the group of semiconductor devices of the present invention is not limited to the transistor 500 shown in Figures 21, 22A, 22B, and 23. The structure of the transistors included in the group of semiconductor devices of the present invention may be changed depending on the situation.

[0407] For example, the transistor 500 shown in FIGS. 21, 22A, 22B, and 23 may have the structure shown in FIG. 25. The transistor in FIG. 25 differs from the transistor 500 shown in FIGS. 21, 22A, 22B, and 23 in that it includes an oxide 543a and an oxide 543b. Note that in this specification and the like, the oxide 543a and the oxide 543b are collectively referred to as the oxide 543. The cross-sectional structure of the transistor in FIG. 25 in the channel width direction can be similar to that of the cross-section of the transistor 500 shown in FIG. 22B.

[0408] The oxide 543a is provided between the oxide 530b and the conductor 542a, and the oxide 543b is provided between the oxide 530b and the conductor 542b. Here, the oxide 543a is preferably in contact with the upper surface of the oxide 530b and the lower surface of the conductor 542a. Also, the oxide 543b is preferably in contact with the upper surface of the oxide 530b and the lower surface of the conductor 542b.

[0409] The oxide 543 preferably has a function of suppressing oxygen permeation. By disposing the oxide 543 having a function of suppressing oxygen permeation between the conductor 542 functioning as a source or drain electrode and the oxide 530b, the electrical resistance between the conductor 542 and the oxide 530b can be reduced, which is preferable. With such a structure, the electrical characteristics, field-effect mobility, and reliability of the transistor 500 can be improved in some cases.

[0410] Also, a metal oxide having element M may be used as the oxide 543. In particular, the element M may be aluminum, gallium, yttrium, or tin. Also, it is preferable that the oxide 543 has a higher concentration of element M than the oxide 530b. Also, gallium oxide may be used as the oxide 543. Also, a metal oxide such as In-M-Zn oxide may be used as the oxide 543. Specifically, in the metal oxide used for the oxide, the atomic ratio of element M to In is preferably larger than the atomic ratio of element M to In in the metal oxide used for the oxide 530b. Also, the film thickness of the oxide 543 is preferably 0.5 nm or more, or 1 nm or more, and is preferably 2 nm or less, 3 nm or less, or 5 nm or less. Note that the above-mentioned lower limit value and upper limit value may be combined with each other. Also, it is preferable that the oxide 543 has crystallinity. When the oxide 543 has crystallinity, the release of oxygen in the oxide 530 can be suitably suppressed. For example, if the oxide 543 has a crystal structure such as a hexagonal crystal structure, the release of oxygen from the oxide 530 may be suppressed.

[0411] An insulator 582 is provided on insulator 581, and an insulator 586 is provided on insulator 582.

[0412] The insulator 582 is preferably made of a substance having a barrier property against at least one of oxygen and hydrogen. Therefore, the insulator 582 can be made of a material similar to that of the insulator 514. For example, the insulator 582 is preferably made of a metal oxide such as aluminum oxide, hafnium oxide, or tantalum oxide.

[0413] The insulator 586 can be made of a material similar to that of the insulator 320. By using a material with a relatively low dielectric constant for these insulators, the parasitic capacitance generated between wirings can be reduced. For example, the insulator 586 can be made of a silicon oxide film or a silicon oxynitride film.

[0414] Next, a description will be given of a capacitor 600 and its surrounding wiring or plugs, which are included in the semiconductor device shown in Fig. 21 and Fig. 23. Note that the capacitor 600, wiring, and / or plugs are provided above the transistor 500 shown in Fig. 21 and Fig. 23.

[0415] As an example, the capacitor 600 includes a conductor 610, a conductor 620, and an insulator 630.

[0416] A conductor 610 is provided over one of the conductor 540a and the conductor 540b, the conductor 546, and the insulator 586. The conductor 610 functions as one of a pair of electrodes of the capacitor 600.

[0417] A conductor 612 is provided over the other of the conductor 540a or the conductor 540b and the insulator 586. The conductor 612 functions as a plug, a wiring, a terminal, or the like that electrically connects the transistor 500 to an upper wiring or a circuit element, or the like. Specifically, the conductor 612 can be, for example, the wiring WDL in the semiconductor device SDV1 described in Embodiment 3.

[0418] The conductor 612 and the conductor 610 may be formed at the same time.

[0419] A metal film containing an element selected from molybdenum, titanium, tantalum, tungsten, aluminum, copper, chromium, neodymium, and scandium, or a metal nitride film containing the above-mentioned element (tantalum nitride film, titanium nitride film, molybdenum nitride film, tungsten nitride film), or the like can be used for the conductor 612 and the conductor 610. Alternatively, a conductive material such as indium tin oxide, indium oxide containing tungsten oxide, indium zinc oxide containing tungsten oxide, indium oxide containing titanium oxide, indium tin oxide containing titanium oxide, indium zinc oxide, or indium tin oxide to which silicon oxide is added can also be used.

[0420] 21, the conductor 612 and the conductor 610 have a single-layer structure, but are not limited to this structure and may have a stacked structure of two or more layers. For example, a conductor having barrier properties and a conductor having high adhesion to the conductor having high conductivity may be formed between a conductor having barrier properties and a conductor having high conductivity.

[0421] An insulator 630 is provided over the insulator 586 and the conductor 610. The insulator 630 functions as a dielectric sandwiched between a pair of electrodes of the capacitor 600.

[0422] The insulator 630 can be, for example, silicon oxide, silicon oxynitride, silicon nitride oxide, silicon nitride, aluminum oxide, aluminum oxynitride, aluminum nitride oxide, aluminum nitride, hafnium oxide, hafnium oxynitride, hafnium nitride oxide, hafnium nitride, zirconium oxide, etc. The insulator 630 can be provided as a stacked layer or a single layer using the above-mentioned materials.

[0423] Also, for example, a laminated structure of a material with high dielectric strength, such as silicon oxynitride, and a high dielectric constant (high-k) material may be used for the insulator 630. With this configuration, the capacitive element 600 can ensure sufficient capacitance by having an insulator with high dielectric constant (high-k), and the capacitive element 600 can have improved dielectric strength by having an insulator with high dielectric strength, thereby suppressing electrostatic breakdown of the capacitive element 600.

[0424] Examples of high dielectric constant (high-k) material insulators (materials with a high relative dielectric constant) include gallium oxide, hafnium oxide, zirconium oxide, oxides having aluminum and hafnium, oxynitrides having aluminum and hafnium, oxides having silicon and hafnium, oxynitrides having silicon and hafnium, and nitrides having silicon and hafnium.

[0425] Alternatively, the insulator 630 may be, for example, aluminum oxide, hafnium oxide, tantalum oxide, zirconium oxide, lead zirconate titanate (PZT), strontium titanate (SrTiO 3 ) or (Ba,Sr)TiO 3 An insulator containing a high-k material such as (BST) may be used in a single layer or a multilayer structure. Also, a compound containing hafnium and zirconium, for example, an oxide containing zirconium and hafnium, may be used as the insulator 630. As semiconductor devices become finer and more highly integrated, problems such as leakage currents in transistors and capacitors may occur due to thinning of the gate insulator and the dielectric used in the capacitor. By using a high-k material for the insulator that functions as the gate insulator and the dielectric used in the capacitor, it is possible to reduce the gate potential during transistor operation and ensure the capacitance of the capacitor while maintaining the physical film thickness.

[0426] Alternatively, a material having ferroelectricity may be used as the insulator 630. For example, a mixed crystal of hafnium oxide and zirconium oxide (also called "HZO"), or a material in which element X (element X is silicon (Si), aluminum (Al), gadolinium (Gd), yttrium (Y), lanthanum (La), strontium (Sr), etc.) is added to hafnium oxide may be used. Alternatively, a piezoelectric ceramic having a perovskite structure may be used as the insulator 630. For example, lead zirconate titanate (PZT), strontium tantalate bismuthate (SBT), bismuth ferrite (BFO), or barium titanate may be used.

[0427] The conductor 620 is provided to overlap with the conductor 610 with an insulator 630 placed therebetween. The conductor 610 functions as one of a pair of electrodes of the capacitor 600. For example, the conductor 620 can be the wiring WWLB in the semiconductor device SDV1 described in Embodiment 3.

[0428] The conductor 620 may be made of a conductive material such as a metal material, an alloy material, or a metal oxide material. It is preferable to use a high melting point material containing at least one of tungsten and molybdenum, which have both heat resistance and conductivity, and it is particularly preferable to use tungsten. When the conductor 620 is formed simultaneously with other structures such as a conductor, at least one of low resistance metal materials such as Cu (copper) and Al (aluminum) may be used. For example, the conductor 620 may be made of a material that can be applied to the conductor 610. The conductor 620 may have a laminated structure of two or more layers, rather than a single layer structure.

[0429] An insulator 640 is provided over the conductor 620 and the insulator 630. For the insulator 640, for example, a film having a barrier property that prevents impurities such as hydrogen from diffusing into a region where the transistor 500 is provided is preferably used. Therefore, a material similar to that of the insulator 324 can be used.

[0430] An insulator 650 is provided over the insulator 640. The insulator 650 can be provided using a material similar to that of the insulator 320. The insulator 650 may also function as a planarizing film that covers the uneven shape below the insulator 650. Therefore, the insulator 650 can be, for example, a material that can be used for the insulator 324.

[0431] 21 and 23 is a planar type, the shape of the capacitive element is not limited to this. The capacitive element 600 may be, for example, a cylindrical type instead of the planar type.

[0432] 21, an insulator 411, an insulator 412, an insulator 413, and an insulator 414 are provided in this order above an insulator 650. A conductor 416 functioning as a plug or a wiring is provided in the insulators 411, 412, and 413. For example, the conductor 416 can be provided in a region overlapping with a conductor 660 described later.

[0433] Further, openings are provided in the insulators 630, 640, and 650 in regions overlapping with the conductor 612, and the conductor 660 is provided to fill the openings. The conductor 660 functions as a plug or wiring electrically connected to the conductor 416 included in the above-described wiring layer.

[0434] The insulators 411 and 414 are preferably made of an insulator having a barrier property against impurities including at least one of water and hydrogen, similar to the insulator 324. Therefore, the insulators 411 and 414 can be made of a material that can be used for the insulator 324, for example.

[0435] For the insulators 412 and 413, like the insulator 326, it is preferable to use an insulator with a relatively low dielectric constant in order to reduce parasitic capacitance between wirings.

[0436] Furthermore, the conductor 612 and the conductor 416 can be formed using materials similar to those of the conductor 328 and the conductor 330, for example.

[0437] By applying the structure described in this embodiment to a semiconductor device including a transistor having an oxide semiconductor, a change in electrical characteristics of the transistor can be suppressed and reliability can be improved. Alternatively, miniaturization or high integration of a semiconductor device including a transistor having an oxide semiconductor can be achieved.

[0438] Note that this embodiment mode can be appropriately combined with other embodiment modes described in this specification.

[0439] (Embodiment 7) In this embodiment, a metal oxide (hereinafter also referred to as an oxide semiconductor) which can be used for the OS transistor described in the above embodiment will be described.

[0440] The metal oxide preferably contains at least indium or zinc. In particular, it is preferable that the metal oxide contains indium and zinc. In addition to these, it is preferable that the metal oxide contains aluminum, gallium, yttrium, tin, etc. In addition, it may contain one or more elements selected from boron, silicon, titanium, iron, nickel, germanium, zirconium, molybdenum, lanthanum, cerium, neodymium, hafnium, tantalum, tungsten, magnesium, cobalt, etc.

[0441] <Classification of crystal structures> First, classification of crystal structures in oxide semiconductors will be described with reference to Fig. 26A. Fig. 26A is a diagram for explaining classification of crystal structures of oxide semiconductors, typically IGZO (metal oxide containing In, Ga, and Zn).

[0442] As shown in FIG. 26A, oxide semiconductors are broadly classified into "Amorphous", "Crystalline", and "Crystal". "Amorphous" includes completely amorphous. "Crystalline" includes c-axis-aligned crystalline (CAAC), nanocrystalline (nc), and cloud-aligned composite (CAC). "Crystalline" excludes single crystal, poly crystal, and completely amorphous (excluding single crystal and poly crystal). "Crystal" includes single crystal and poly crystal.

[0443] The structure in the bold frame shown in Fig. 26A is an intermediate state between "Amorphous" and "Crystal" and belongs to a new boundary region (New crystalline phase). In other words, this structure is completely different from the energetically unstable "Amorphous" and "Crystal".

[0444] The crystal structure of the film or substrate can be evaluated using an X-ray diffraction (XRD) spectrum. FIG. 26B shows an XRD spectrum obtained by GIXD (Grazing-Incidence XRD) measurement of the CAAC-IGZO film classified as "Crystalline". The GIXD method is also called the thin film method or the Seemann-Bohlin method. Hereinafter, the XRD spectrum obtained by the GIXD measurement shown in FIG. 26B will be simply referred to as the XRD spectrum. The composition of the CAAC-IGZO film shown in FIG. 26B is in the vicinity of In:Ga:Zn=4:2:3 [atomic ratio]. The thickness of the CAAC-IGZO film shown in FIG. 26B is 500 nm.

[0445] As shown in Figure 26B, a clear peak indicating crystallinity is detected in the XRD spectrum of the CAAC-IGZO film. Specifically, a peak indicating c-axis orientation is detected near 2θ=31° in the XRD spectrum of the CAAC-IGZO film. Note that, as shown in Figure 26B, the peak near 2θ=31° is asymmetric with respect to the angle at which the peak intensity is detected.

[0446] The crystal structure of the film or substrate can be evaluated by a diffraction pattern (also called a nanobeam electron diffraction pattern) observed by nanobeam electron diffraction (NBED). The diffraction pattern of the CAAC-IGZO film is shown in FIG. 26C. FIG. 26C is a diffraction pattern observed by NBED, which causes an electron beam to be incident parallel to the substrate. The composition of the CAAC-IGZO film shown in FIG. 26C is approximately In:Ga:Zn=4:2:3 [atomic ratio]. In the nanobeam electron diffraction method, electron diffraction is performed with a probe diameter of 1 nm.

[0447] As shown in FIG. 26C, multiple spots indicating c-axis orientation are observed in the diffraction pattern of the CAAC-IGZO film.

[0448] <<Structure of oxide semiconductor>> Note that oxide semiconductors may be classified differently from that shown in FIG. 26A when focusing on the crystal structure. For example, oxide semiconductors are divided into single-crystal oxide semiconductors and other non-single-crystal oxide semiconductors. Examples of non-single-crystal oxide semiconductors include the above-mentioned CAAC-OS and nc-OS. Non-single-crystal oxide semiconductors include polycrystalline oxide semiconductors, amorphous-like oxide semiconductors (a-like OS), amorphous oxide semiconductors, and the like.

[0449] Here, the above-mentioned CAAC-OS, nc-OS, and a-like OS will be described in detail.

[0450] [CAAC-OS] CAAC-OS is an oxide semiconductor having a plurality of crystalline regions, each of which has a c-axis aligned in a specific direction. The specific direction is the thickness direction of the CAAC-OS film, the normal direction of the surface on which the CAAC-OS film is formed, or the normal direction of the surface of the CAAC-OS film. The crystalline region is a region having periodic atomic arrangement. If the atomic arrangement is considered as a lattice arrangement, the crystalline region is also a region with a uniform lattice arrangement. CAAC-OS has a region in which a plurality of crystalline regions are connected in the ab-plane direction, and the region may have distortion. The distortion refers to a portion in which the direction of the lattice arrangement changes between a region with a uniform lattice arrangement and another region with a uniform lattice arrangement in the region in which the plurality of crystalline regions are connected. In other words, CAAC-OS is an oxide semiconductor having a c-axis aligned and no clear orientation in the ab-plane direction.

[0451] Each of the multiple crystalline regions is composed of one or more minute crystals (crystals with a maximum diameter of less than 10 nm). When a crystalline region is composed of one minute crystal, the maximum diameter of the crystalline region is less than 10 nm. When a crystalline region is composed of many minute crystals, the size of the crystalline region may be about several tens of nm.

[0452] In addition, in an In-M-Zn oxide (wherein element M is one or more elements selected from aluminum, gallium, yttrium, tin, titanium, etc.), the CAAC-OS tends to have a layered crystal structure (also referred to as a layered structure) in which a layer containing indium (In) and oxygen (hereinafter, In layer) and a layer containing element M, zinc (Zn), and oxygen (hereinafter, (M, Zn) layer) are stacked. Note that indium and element M are mutually substituted. Thus, the (M, Zn) layer may contain indium. Also, the In layer may contain element M. Note that the In layer may contain Zn. The layered structure is observed as a lattice image in a high-resolution TEM image, for example.

[0453] When the CAAC-OS film is subjected to structural analysis using, for example, an XRD device, a peak indicating c-axis orientation is detected at or near 2θ=31° in out-of-plane XRD measurement using θ / 2θ scan. Note that the position of the peak indicating c-axis orientation (2θ value) may vary depending on the type and composition of the metal elements constituting the CAAC-OS.

[0454] For example, a plurality of bright points (spots) are observed in the electron diffraction pattern of the CAAC-OS film, and the two spots are observed at positions symmetrical to each other with respect to the spot of the incident electron beam that has passed through the sample (also called the direct spot).

[0455] When the crystal region is observed from the specific direction, the lattice arrangement in the crystal region is based on a hexagonal lattice, but the unit lattice is not necessarily a regular hexagon, and may be a non-regular hexagon. The above distortion may have a lattice arrangement such as a pentagon or heptagon. In addition, in the CAAC-OS, no clear grain boundary can be confirmed even in the vicinity of the distortion. That is, it can be seen that the formation of grain boundaries is suppressed by the distortion of the lattice arrangement. This is considered to be because the CAAC-OS can tolerate distortion due to the fact that the arrangement of oxygen atoms in the ab-plane direction is not dense, and the bond distance between atoms changes due to the substitution of metal atoms.

[0456] A crystal structure in which clear grain boundaries are observed is called a polycrystal. The grain boundaries are likely to become recombination centers and capture carriers, causing a decrease in the on-current of a transistor and a decrease in field effect mobility. Therefore, CAAC-OS in which clear grain boundaries are not observed is one of the crystalline oxides having a crystal structure suitable for a semiconductor layer of a transistor. In order to form a CAAC-OS, a structure containing Zn is preferable. For example, In-Zn oxide and In-Ga-Zn oxide are suitable because they can suppress the occurrence of grain boundaries more than In oxide.

[0457] The CAAC-OS is an oxide semiconductor with high crystallinity and no clear crystal grain boundaries. Therefore, it can be said that the CAAC-OS is less susceptible to a decrease in electron mobility due to crystal grain boundaries. In addition, since the crystallinity of an oxide semiconductor can be decreased by the inclusion of impurities or the generation of defects, the CAAC-OS can be said to be an oxide semiconductor with few impurities and defects (such as oxygen vacancies). Therefore, the physical properties of an oxide semiconductor having the CAAC-OS are stable. Therefore, an oxide semiconductor having the CAAC-OS is resistant to heat and has high reliability. In addition, the CAAC-OS is stable against high temperatures (so-called thermal budget) in the manufacturing process. Therefore, the use of the CAAC-OS in an OS transistor can increase the degree of freedom in the manufacturing process.

[0458] [nc-OS] The nc-OS has periodic atomic arrangement in a minute region (for example, a region of 1 nm to 10 nm, particularly a region of 1 nm to 3 nm). In other words, the nc-OS has minute crystals. Note that the size of the minute crystals is, for example, 1 nm to 10 nm, particularly 1 nm to 3 nm, and therefore the minute crystals are also called nanocrystals. In addition, the nc-OS does not show regularity in crystal orientation between different nanocrystals. Therefore, no orientation is seen in the entire film. Therefore, the nc-OS may be indistinguishable from an a-like OS and an amorphous oxide semiconductor depending on the analysis method. For example, when a structure analysis is performed on an nc-OS film using an XRD device, no peak indicating crystallinity is detected in out-of-plane XRD measurement using θ / 2θ scan. In addition, when an nc-OS film is subjected to electron diffraction (also called selected area electron diffraction) using an electron beam with a probe diameter larger than that of nanocrystals (for example, 50 nm or more), a diffraction pattern like a halo pattern is observed. On the other hand, when electron diffraction (also called nanobeam electron diffraction) is performed on an nc-OS film using an electron beam with a probe diameter (e.g., 1 nm to 30 nm) that is close to the size of a nanocrystal or smaller than the nanocrystal, an electron diffraction pattern in which multiple spots are observed within a ring-shaped region centered on the direct spot may be obtained.

[0459] [a-like OS] The a-like OS is an oxide semiconductor having a structure between the nc-OS and an amorphous oxide semiconductor. The a-like OS has a void or low-density region. That is, the a-like OS has lower crystallinity than the nc-OS and CAAC-OS. Moreover, the a-like OS has a higher hydrogen concentration in the film than the nc-OS and CAAC-OS.

[0460] <<Oxide semiconductor structure>> Next, the above-mentioned CAC-OS will be described in detail, with reference to its material composition.

[0461] [CAC-OS] CAC-OS is, for example, a material configuration in which elements constituting a metal oxide are unevenly distributed in a size range of 0.5 nm to 10 nm, preferably 1 nm to 3 nm, or in the vicinity thereof. In the following, a state in which one or more metal elements are unevenly distributed in a metal oxide and the regions having the metal elements are mixed in a size range of 0.5 nm to 10 nm, preferably 1 nm to 3 nm, or in the vicinity thereof, is also referred to as a mosaic or patch state.

[0462] Furthermore, CAC-OS is a composite metal oxide in which the material is separated into a first region and a second region, forming a mosaic structure, and the first region is distributed throughout the film (hereinafter, also referred to as a cloud structure). In other words, CAC-OS is a composite metal oxide in which the first region and the second region are mixed together.

[0463] Here, the atomic ratios of In, Ga, and Zn to the metal elements constituting the CAC-OS in the In-Ga-Zn oxide are represented as [In], [Ga], and [Zn], respectively. For example, in the CAC-OS in the In-Ga-Zn oxide, the first region is a region where [In] is larger than [In] in the composition of the CAC-OS film. Also, the second region is a region where [Ga] is larger than [Ga] in the composition of the CAC-OS film. Alternatively, for example, the first region is a region where [In] is larger than [In] in the second region and [Ga] is smaller than [Ga] in the second region. Also, the second region is a region where [Ga] is larger than [Ga] in the first region and [In] is smaller than [In] in the first region.

[0464] Specifically, the first region is a region mainly composed of indium oxide, indium zinc oxide, etc., and the second region is a region mainly composed of gallium oxide, gallium zinc oxide, etc. In other words, the first region can be rephrased as a region mainly composed of In, and the second region can be rephrased as a region mainly composed of Ga.

[0465] In addition, there are cases where a clear boundary between the first region and the second region cannot be observed.

[0466] For example, in the case of a CAC-OS of an In-Ga-Zn oxide, EDX mapping obtained using EDX (Energy Dispersive X-ray spectroscopy) has confirmed that the CAC-OS has a structure in which a region mainly composed of In (first region) and a region mainly composed of Ga (second region) are unevenly distributed and mixed.

[0467] When CAC-OS is used in a transistor, the conductivity due to the first region and the insulating property due to the second region act in a complementary manner, giving the CAC-OS a switching function (On / Off function). In other words, CAC-OS has a conductive function in part of the material and an insulating function in other parts of the material, and the material as a whole functions as a semiconductor. By separating the conductive function from the insulating function, it is possible to maximize both functions. Therefore, by using CAC-OS in a transistor, it is possible to achieve a high on-current (I on ), high field effect mobility (μ), and good switching behavior can be achieved.

[0468] Oxide semiconductors have a variety of structures and have different characteristics. The oxide semiconductor of one embodiment of the present invention may include two or more of an amorphous oxide semiconductor, a polycrystalline oxide semiconductor, an a-like OS, a CAC-OS, an nc-OS, and a CAAC-OS.

[0469] <Transistor Having Oxide Semiconductor> Next, the case where the oxide semiconductor is used for a transistor will be described.

[0470] By using the oxide semiconductor for a transistor, a transistor with high field-effect mobility and high reliability can be realized.

[0471] For the transistor, an oxide semiconductor having a low carrier concentration is preferably used. For example, the carrier concentration of the oxide semiconductor is 1×10 17 cm -3 Less than or equal to 1×10 15 cm -3 Less than 1×10, more preferably 13 cm -3 Less than or equal to 1×10 11 cm -3 Less than 1×10, more preferably 10 cm -3 Less than 1 x 10 -9 cm-3 The above is the case. Note that in order to reduce the carrier concentration of an oxide semiconductor film, the impurity concentration in the oxide semiconductor film may be reduced to reduce the density of defect states. In this specification and the like, an oxide semiconductor having a low impurity concentration and a low density of defect states is referred to as a high-purity intrinsic or substantially high-purity intrinsic oxide semiconductor. Note that an oxide semiconductor having a low carrier concentration may be referred to as a high-purity intrinsic or substantially high-purity intrinsic oxide semiconductor.

[0472] Furthermore, a highly purified intrinsic or substantially highly purified intrinsic oxide semiconductor film has a low density of defect states, and therefore the density of trap states might also be low.

[0473] In addition, charges trapped in the trap states of an oxide semiconductor take a long time to disappear and may behave as if they are fixed charges. Therefore, a transistor in which a channel formation region is formed in an oxide semiconductor with a high density of trap states may have unstable electrical characteristics.

[0474] Therefore, in order to stabilize the electrical characteristics of a transistor, it is effective to reduce the impurity concentration in the oxide semiconductor. In order to reduce the impurity concentration in the oxide semiconductor, it is preferable to also reduce the impurity concentration in a nearby film. Examples of impurities include hydrogen, nitrogen, alkali metals, alkaline earth metals, iron, nickel, silicon, and the like.

[0475] <Impurities> Here, the influence of each impurity in an oxide semiconductor will be described.

[0476] When an oxide semiconductor contains at least one of silicon and carbon, which are elements belonging to Group 14, defect levels are formed in the oxide semiconductor. For this reason, the concentration of at least one of silicon and carbon in the oxide semiconductor and the concentration of at least one of silicon and carbon near the interface with the oxide semiconductor (concentration obtained by secondary ion mass spectrometry (SIMS)) is set to 2×10 18 atoms / cm 3Less than or equal to 2×10 17 atoms / cm 3 The following applies.

[0477] In addition, when an oxide semiconductor contains an alkali metal or an alkaline earth metal, defect states may be formed and carriers may be generated. Therefore, a transistor using an oxide semiconductor containing an alkali metal or an alkaline earth metal is likely to have normally-on characteristics. For this reason, when the concentration of an alkali metal or an alkaline earth metal in an oxide semiconductor obtained by SIMS is 1×10 18 atoms / cm 3 Less than or equal to 2×10 16 atoms / cm 3 To the following:

[0478] Furthermore, when nitrogen is contained in an oxide semiconductor, electrons serving as carriers are generated, the carrier concentration increases, and the semiconductor is likely to become n-type. As a result, a transistor using an oxide semiconductor containing nitrogen as a semiconductor is likely to have normally-on characteristics. Alternatively, when nitrogen is contained in an oxide semiconductor, trap states may be formed. As a result, the electrical characteristics of the transistor may become unstable. For this reason, the nitrogen concentration in an oxide semiconductor obtained by SIMS is set to 5×10 19 atoms / cm 3 Less than 5 x 10 18 atoms / cm 3 Less than or equal to 1×10 18 atoms / cm 3 Less than 5×10, more preferably 17 atoms / cm 3 To the following:

[0479] Furthermore, hydrogen contained in an oxide semiconductor reacts with oxygen bonded to a metal atom to form water, which may form an oxygen vacancy. When hydrogen enters the oxygen vacancy, electrons serving as carriers may be generated. In addition, some of the hydrogen may bond with oxygen bonded to a metal atom to generate electrons serving as carriers. Therefore, a transistor using an oxide semiconductor containing hydrogen is likely to have normally-on characteristics. For this reason, it is preferable to reduce hydrogen in the oxide semiconductor as much as possible. Specifically, when the hydrogen concentration in an oxide semiconductor measured by SIMS is 1×10 20 atoms / cm 3 Less than 1 x 10 19 atoms / cm 3 less than 5×10 18 atoms / cm 3 less than 1×10 18 atoms / cm 3 Make it less than.

[0480] When an oxide semiconductor in which impurities are sufficiently reduced is used for a channel formation region of a transistor, stable electrical characteristics can be obtained.

[0481] Note that this embodiment mode can be appropriately combined with other embodiment modes described in this specification.

[0482] (Embodiment 8) This embodiment mode describes an example of a semiconductor wafer on which the semiconductor device or the like described in the above embodiment mode is formed, and an electronic component in which the semiconductor device is incorporated.

[0483] <Semiconductor wafer> First, an example of a semiconductor wafer on which semiconductor devices and the like are formed will be described with reference to FIG. 27A.

[0484] 27A includes a wafer 4801 and a plurality of circuit portions 4802 provided on the upper surface of the wafer 4801. Note that on the upper surface of the wafer 4801, a portion where the circuit portions 4802 are not present is a spacing 4803, which is a region for dicing.

[0485] The semiconductor wafer 4800 can be manufactured by forming a plurality of circuit portions 4802 on the surface of the wafer 4801 in a previous process. After that, the surface of the wafer 4801 opposite to the surface on which the plurality of circuit portions 4802 are formed may be ground to thin the wafer 4801. This process reduces warping of the wafer 4801 and allows for miniaturization of the component.

[0486] The next step is a dicing step. Dicing is performed along scribe lines SCL1 and SCL2 (sometimes called dicing lines or cutting lines) shown by dashed lines. In order to facilitate the dicing step, it is preferable that the spacing 4803 is arranged so that the multiple scribe lines SCL1 are parallel to each other, the multiple scribe lines SCL2 are parallel to each other, and the scribe lines SCL1 and SCL2 are perpendicular to each other.

[0487] By performing a dicing process, chips 4800a as shown in FIG. 27B can be cut out from semiconductor wafer 4800. Chip 4800a has wafer 4801a, circuit portion 4802, and spacing 4803a. Note that spacing 4803a is preferably as small as possible. In this case, it is sufficient that the width of spacing 4803 between adjacent circuit portions 4802 is approximately equal to the cutting allowance of scribe line SCL1 or the cutting allowance of scribe line SCL2.

[0488] Note that the shape of the element substrate of one embodiment of the present invention is not limited to the shape of the semiconductor wafer 4800 illustrated in Fig. 27A. For example, the semiconductor wafer may have a rectangular shape. The shape of the element substrate can be changed as appropriate depending on the manufacturing process of the element and the device for manufacturing the element.

[0489] <Electronic components> FIG. 27C shows a perspective view of electronic component 4700 and a substrate (mounted substrate 4704) on which electronic component 4700 is mounted. Electronic component 4700 shown in FIG. 27C has chip 4800a in mold 4711. As shown in FIG. 27C, chip 4800a may have a configuration in which circuit section 4802 is laminated. FIG. 27C omits a part of electronic component 4700 in order to show the inside of electronic component 4700. Electronic component 4700 has land 4712 on the outside of mold 4711. Land 4712 is electrically connected to electrode pad 4713, and electrode pad 4713 is electrically connected to chip 4800a by wire 4714. Electronic component 4700 is mounted on, for example, printed circuit board 4702. A plurality of such electronic components are combined and electrically connected on printed circuit board 4702 to complete mounted substrate 4704.

[0490] 27D shows a perspective view of electronic component 4730. Electronic component 4730 is an example of a SiP (System in package) or MCM (Multi Chip Module). Electronic component 4730 has interposer 4731 provided on package substrate 4732 (printed circuit board), and semiconductor device 4735 and multiple semiconductor devices 4710 provided on interposer 4731.

[0491] The electronic component 4730 has a semiconductor device 4710. The semiconductor device 4710 can be, for example, the semiconductor device described in the above embodiment, a high bandwidth memory (HBM), or the like. The semiconductor device 4735 can be an integrated circuit (semiconductor device) such as a CPU, a GPU, an FPGA, or a memory device.

[0492] A ceramic substrate, a plastic substrate, a glass epoxy substrate, or the like can be used for the package substrate 4732. A silicon interposer, a resin interposer, or the like can be used for the interposer 4731.

[0493] The interposer 4731 has a plurality of wirings and functions to electrically connect a plurality of integrated circuits having different terminal pitches. The plurality of wirings are provided in a single layer or multiple layers. The interposer 4731 also functions to electrically connect the integrated circuits provided on the interposer 4731 to electrodes provided on the package substrate 4732. For these reasons, the interposer may be called a "rewiring substrate" or an "intermediate substrate." In addition, a through electrode may be provided in the interposer 4731, and the integrated circuits and the package substrate 4732 may be electrically connected using the through electrode. In addition, in a silicon interposer, a TSV (Through Silicon Via) may be used as the through electrode.

[0494] It is preferable to use a silicon interposer as the interposer 4731. Since a silicon interposer does not require an active element, it can be manufactured at a lower cost than an integrated circuit. On the other hand, since the wiring of the silicon interposer can be formed by a semiconductor process, it is easy to form fine wiring, which is difficult to form with a resin interposer.

[0495] In HBM, many wirings need to be connected to realize a wide memory bandwidth. For this reason, the interposer that implements HBM requires fine and high-density wiring. Therefore, it is preferable to use a silicon interposer for the interposer that implements HBM.

[0496] In addition, in SiP or MCM using silicon interposers, deterioration of reliability due to differences in the expansion coefficient between the integrated circuit and the interposer is unlikely to occur. In addition, since the surface of the silicon interposer is highly flat, connection failure between the integrated circuit mounted on the silicon interposer and the silicon interposer is unlikely to occur. In particular, it is preferable to use silicon interposers in 2.5D packages (2.5-dimensional mounting) in which multiple integrated circuits are arranged side by side on the interposer.

[0497] A heat sink (heat dissipation plate) may be provided overlapping the electronic component 4730. When providing a heat sink, it is preferable to make the height of an integrated circuit provided on the interposer 4731 uniform. For example, in the electronic component 4730 shown in this embodiment, it is preferable to make the height of the semiconductor device 4710 and the height of the semiconductor device 4735 uniform.

[0498] In order to mount electronic component 4730 on another substrate, electrodes 4733 may be provided on the bottom of package substrate 4732. FIG. 27D shows an example in which electrodes 4733 are formed of solder balls. By providing solder balls in a matrix on the bottom of package substrate 4732, BGA (Ball Grid Array) mounting can be realized. Electrodes 4733 may also be formed of conductive pins. By providing conductive pins in a matrix on the bottom of package substrate 4732, PGA (Pin Grid Array) mounting can be realized.

[0499] The electronic component 4730 can be mounted on other substrates using various mounting methods, including but not limited to BGA and PGA. For example, a mounting method such as a Staggered Pin Grid Array (SPGA), a Land Grid Array (LGA), a Quad Flat Package (QFP), a Quad Flat J-leaded package (QFJ), or a Quad Flat Non-leaded package (QFN) can be used.

[0500] Note that this embodiment mode can be appropriately combined with other embodiment modes described in this specification.

[0501] (Embodiment 9) In this embodiment, an example of an electronic device including the semiconductor device described in the above embodiment will be described. Note that Fig. 28 illustrates a state in which an electronic device includes an electronic component 4700 including the semiconductor device.

[0502] [mobile phone] 28 is a mobile phone (smartphone), which is one type of information terminal. The information terminal 5500 has a housing 5510 and a display unit 5511. As an input interface, a touch panel is provided on the display unit 5511, and buttons are provided on the housing 5510.

[0503] The information terminal 5500 can execute applications using artificial intelligence by applying the semiconductor device described in the above embodiment. Examples of the applications using artificial intelligence include an application that recognizes a conversation and displays the conversation content on the display unit 5511, an application that recognizes characters, figures, and the like input by a user to a touch panel provided in the display unit 5511 and displays them on the display unit 5511, and an application that performs at least one biometric authentication such as a fingerprint or a voiceprint.

[0504] [Wearable devices] 28 illustrates a wristwatch-type information terminal 5900 as an example of a wearable terminal. The information terminal 5900 includes a housing 5901, a display portion 5902, operation buttons 5903, an operator 5904, a band 5905, and the like.

[0505] The wearable terminal can execute applications using artificial intelligence by applying the semiconductor device described in the above embodiment, similarly to the above-described information terminal 5500. Examples of applications using artificial intelligence include an application that manages the health condition of a person wearing a wearable terminal, and a navigation system that selects and guides the user along the optimal route by inputting a destination.

[0506] [Information terminal] 28 also shows a desktop information terminal 5300. The desktop information terminal 5300 has a main body 5301 of the information terminal, a display 5302, and a keyboard 5303.

[0507] The desktop information terminal 5300 can execute applications using artificial intelligence by applying the semiconductor device described in the above embodiment, similarly to the information terminal 5500 described above. Examples of applications using artificial intelligence include design support software, text correction software, and automatic menu generation software. In addition, new artificial intelligence can be developed by using the desktop information terminal 5300.

[0508] In the above description, a smartphone, a desktop information terminal, and a wearable terminal are illustrated as examples of electronic devices in Fig. 28, but information terminals other than smartphones, desktop information terminals, and wearable terminals can also be applied. Examples of information terminals other than smartphones, desktop information terminals, and wearable terminals include PDAs (Personal Digital Assistants), notebook information terminals, and workstations.

[0509] [electric appliances] 28 also illustrates an electric refrigerator-freezer 5800 as an example of an electric appliance. The electric refrigerator-freezer 5800 includes a housing 5801, a door for a refrigerator compartment 5802, a door for a freezer compartment 5803, and the like.

[0510] An electric refrigerator-freezer 5800 having artificial intelligence can be realized by applying the semiconductor device described in the above embodiment to the electric refrigerator-freezer 5800. By using artificial intelligence, the electric refrigerator-freezer 5800 can have at least one of a function of automatically generating a menu based on ingredients stored in the electric refrigerator-freezer 5800 and the expiration dates of the ingredients, and a function of automatically adjusting the temperature to a level suitable for the ingredients stored in the electric refrigerator-freezer 5800.

[0511] In this example, an electric refrigerator-freezer has been described as an electrical appliance, but other electrical appliances include, for example, vacuum cleaners, microwave ovens, electric ovens, rice cookers, water heaters, IH (Induction Heating) cookers, water servers, heating and cooling appliances including air conditioners, washing machines, dryers, and audio-visual equipment.

[0512] [Game consoles] 28 also illustrates a portable game machine 5200, which is an example of a game machine. The portable game machine 5200 includes a housing 5201, a display portion 5202, buttons 5203, and the like.

[0513] Furthermore, FIG. 28 illustrates a stationary game machine 7500, which is an example of a game machine. The stationary game machine 7500 has a main body 7520 and a controller 7522. The controller 7522 can be connected to the main body 7520 wirelessly or by wire. Although not illustrated in FIG. 28, the controller 7522 can include at least one of a display unit for displaying game images, a touch panel as an input interface other than buttons, a stick, a rotary knob, and a sliding knob. The shape of the controller 7522 is not limited to the shape illustrated in FIG. 28, and the shape of the controller 7522 may be changed in various ways depending on the genre of the game. For example, in a shooting game such as an FPS (First Person Shooter), a controller with a trigger as a button and a shape imitating a gun can be used. For example, in a music game, a controller with a shape imitating a musical instrument, a musical device, or the like can be used. Furthermore, the stationary game machine may not use a controller, but may instead be equipped with a camera, depth sensor, microphone, etc., and be operated by the game player's gestures and / or voice.

[0514] Furthermore, the images of the above-mentioned game machines can be output by display devices such as television sets, personal computer displays, game displays, and head-mounted displays.

[0515] A low-power portable game machine 5200 can be realized by applying the semiconductor device described in the above embodiment to the portable game machine 5200. In addition, the low power consumption can reduce heat generation from a circuit, and therefore the influence of heat generation on the circuit itself, peripheral circuits, and modules can be reduced.

[0516] Furthermore, by applying the semiconductor device described in the above embodiment modes to the portable game machine 5200, the portable game machine 5200 can have artificial intelligence.

[0517] Originally, the expression of the progress of a game, the behavior of creatures appearing in the game, and phenomena occurring in the game are determined by the program of the game, but by applying artificial intelligence to the portable game device 5200, it becomes possible to express things that are not limited to the game program. For example, it becomes possible to express things such as changes in the questions asked by the player, the progress of the game, the time, and the behavior of people appearing in the game.

[0518] In addition, when playing a game on the portable game console 5200 that requires multiple players, the game players can be personified using artificial intelligence, so that the game can be played by one person by making the opponent a game player based on artificial intelligence.

[0519] 28 illustrates a portable game machine as an example of a game machine, but the electronic device of one embodiment of the present invention is not limited to this. Examples of the electronic device of one embodiment of the present invention include a home-use stationary game machine, an arcade game machine installed in an entertainment facility (game center, amusement park, etc.), and a pitching machine for batting practice installed in a sports facility.

[0520] [Mobile object] The semiconductor device described in the above embodiment can be applied to automobiles, which are moving objects, and to the vicinity of a driver's seat of an automobile.

[0521] FIG. 28 shows an automobile 5700 as an example of a moving object.

[0522] An instrument panel capable of displaying at least one of a speedometer, a tachometer, a mileage, a fuel gauge, a gear state, and an air conditioner setting is provided around the driver's seat of the automobile 5700. A display device showing such information may also be provided around the driver's seat.

[0523] In particular, the display device can display an image from an imaging device (not shown) provided on the automobile 5700, thereby compensating for visibility blocked by pillars and blind spots around the driver's seat, thereby improving safety. In other words, by displaying an image from an imaging device provided on the outside of the automobile 5700, blind spots can be compensated for and safety can be improved.

[0524] Since the semiconductor device described in the above embodiment can be applied as a component of artificial intelligence, the semiconductor device can be used, for example, in an automatic driving system of the automobile 5700. The semiconductor device can also be used in a system that performs road guidance, risk prediction, and the like. The display device may be configured to display information such as road guidance and risk prediction.

[0525] Although an automobile is described above as an example of a moving object, the moving object is not limited to an automobile. For example, the moving object may be a train, a monorail, a ship, or an aircraft (helicopter, unmanned aerial vehicle (drone), airplane, or rocket). A semiconductor device according to one embodiment of the present invention may be applied to these moving objects to provide them with a system using artificial intelligence.

[0526] [camera] The semiconductor device described in the above embodiment can be applied to a camera.

[0527] 28 shows a digital camera 6240 as an example of an imaging device. The digital camera 6240 has a housing 6241, a display unit 6242, an operation button 6243, a shutter button 6244, and the like, and a detachable lens 6246 is attached to the digital camera 6240. Note that, although the digital camera 6240 is configured such that the lens 6246 can be detached from the housing 6241 and replaced, the lens 6246 and the housing 6241 may be integrated. The digital camera 6240 may be configured such that at least one of a strobe device, a viewfinder, and the like can be separately attached.

[0528] A low power consumption digital camera 6240 can be realized by applying the semiconductor device described in the above embodiment to the digital camera 6240. In addition, low power consumption can reduce heat generation from a circuit, and therefore influence of heat generation on the circuit itself, peripheral circuits, and modules can be reduced.

[0529] Furthermore, a digital camera 6240 having artificial intelligence can be realized by applying the semiconductor device described in the above embodiment to the digital camera 6240. By using artificial intelligence, the digital camera 6240 can have a function of automatically recognizing a subject such as a face or an object, a function of adjusting focus according to the subject, a function of automatically turning on a flash according to the environment, a function of adjusting the color of a captured image, and the like.

[0530] [Video camera] The semiconductor device described in the above embodiment can be applied to a video camera.

[0531] FIG. 28 illustrates a video camera 6300, which is an example of an imaging device. The video camera 6300 includes a first housing 6301, a second housing 6302, a display unit 6303, an operation key 6304, a lens 6305, a connection unit 6306, and the like. The operation key 6304 and the lens 6305 are provided in the first housing 6301, and the display unit 6303 is provided in the second housing 6302. The first housing 6301 and the second housing 6302 are connected by the connection unit 6306, and the angle between the first housing 6301 and the second housing 6302 can be changed by the connection unit 6306. The video on the display unit 6303 may be switched according to the angle between the first housing 6301 and the second housing 6302 at the connection unit 6306.

[0532] When recording video captured by the video camera 6300, it is necessary to encode the video according to the data recording format. By utilizing artificial intelligence, the video camera 6300 can perform pattern recognition by artificial intelligence when encoding. This pattern recognition makes it possible to calculate difference data of people, animals, objects, etc. contained in consecutive captured image data, and compress the data.

[0533] [Extension device for PC] The semiconductor device described in the above embodiment can be applied to computers such as PCs (Personal Computers) and expansion devices for information terminals.

[0534] Fig. 29A shows, as an example of such an expansion device, a portable expansion device 6100 equipped with a chip capable of arithmetic processing, which is attached externally to a PC. The expansion device 6100 can perform arithmetic processing using the chip by connecting it to a PC, for example, via a Universal Serial Bus (USB). Note that, although Fig. 29A shows a portable expansion device 6100, the expansion device according to one aspect of the present invention is not limited to this, and may be, for example, a relatively large expansion device equipped with a cooling fan or the like.

[0535] The expansion device 6100 has a housing 6101, a cap 6102, a USB connector 6103, and a board 6104. The board 6104 is housed in the housing 6101. The board 6104 is provided with a circuit for driving the semiconductor device or the like described in the above embodiment. For example, a chip 6105 (for example, the semiconductor device, electronic component 4700, memory chip, or the like described in the above embodiment) and a controller chip 6106 are attached to the board 6104. The USB connector 6103 functions as an interface for connecting to an external device.

[0536] By using the extension device 6100 in a PC or the like, the computing power of the PC can be increased. This allows a PC with insufficient processing power to perform computations such as artificial intelligence and video processing.

[0537] [Broadcasting System] The semiconductor device described in the above embodiment can be applied to a broadcasting system.

[0538] Fig. 29B shows a schematic diagram of data transmission in a broadcasting system. Specifically, Fig. 29B shows a path that radio waves (broadcast signals) transmitted from a broadcasting station 5680 take to reach a television receiver (TV) 5600 in each home. The TV 5600 includes a receiving device (not shown), and the broadcast signal received by an antenna 5650 is transmitted to the TV 5600 via the receiving device.

[0539] In FIG. 29B, antenna 5650 is illustrated as a UHF (Ultra High Frequency) antenna, but a BS / 110° CS antenna, a CS antenna, or the like can also be used as antenna 5650.

[0540] Radio waves 5675A and 5675B are broadcast signals for terrestrial broadcasting, and radio tower 5670 amplifies received radio waves 5675A and transmits radio waves 5675B. Each home can watch terrestrial broadcasting on TV 5600 by receiving radio waves 5675B with antenna 5650. Note that the broadcasting system is not limited to terrestrial broadcasting as shown in Fig. 29B, and may be satellite broadcasting using an artificial satellite, data broadcasting via optical fiber, or the like.

[0541] The above-mentioned broadcasting system may be a broadcasting system using artificial intelligence by applying the semiconductor device described in the above embodiment. When broadcasting data is transmitted from the broadcasting station 5680 to the TV 5600 in each home, the broadcasting data is compressed by an encoder, and when the antenna 5650 receives the broadcasting data, the broadcasting data is restored by a decoder of a receiving device included in the TV 5600. By using artificial intelligence, for example, in motion compensation prediction, which is one of the compression methods of the encoder, it is possible to recognize a display pattern included in a display image. In addition, intraframe prediction using artificial intelligence can also be performed. In addition, for example, when low-resolution broadcasting data is received and the broadcasting data is displayed on the TV 5600 with high resolution, image interpolation processing such as up-conversion can be performed in the restoration of the broadcasting data by the decoder.

[0542] The above-mentioned broadcasting system using artificial intelligence is suitable for ultra-high definition television (UHDTV: 4K, 8K) broadcasting, in which the amount of broadcast data is increasing.

[0543] Furthermore, as an application of artificial intelligence on the TV 5600 side, for example, a recording device having artificial intelligence may be provided in the TV 5600. With such a configuration, the recording device can be made to learn user preferences through artificial intelligence, thereby automatically recording programs that match the user's preferences.

[0544] [Authentication system] The semiconductor device described in the above embodiment can be applied to an authentication system.

[0545] FIG. 29C shows a palm print authentication device, which has a housing 6431 , a display unit 6432 , a palm print reading unit 6433 , and wiring 6434 .

[0546] FIG. 29C shows how the palm print authentication device acquires a palm print of a hand 6435. The acquired palm print is subjected to pattern recognition processing using artificial intelligence, and it is possible to determine whether the palm print is that of the person in question. This makes it possible to build a system that performs authentication with high security. In addition, the authentication system according to one embodiment of the present invention is not limited to a palm print authentication device, and may be a device that acquires biometric information such as a fingerprint, vein, face, iris, voiceprint, genes, and physique to perform biometric authentication.

[0547] Note that this embodiment mode can be appropriately combined with other embodiment modes described in this specification.

[0548] (Additional Notes Regarding the Description of the Present Specification, etc.) The above embodiment and each configuration in the embodiment will be described below with additional notes.

[0549] The configurations shown in each embodiment can be combined with the configurations shown in other embodiments or examples to form one aspect of the present invention. In addition, when multiple configuration examples are shown in one embodiment, the configuration examples can be combined as appropriate.

[0550] In addition, the content (or a part of the content) described in one embodiment can be applied to, combined with, or replaced by another content (or a part of the content) described in that embodiment, and / or the content (or a part of the content) described in one or more other embodiments.

[0551] The contents described in the embodiments refer to contents described in each embodiment using various figures or contents described using text in the specification.

[0552] In addition, a figure (or a part of it) described in one embodiment can be combined with another part of that figure, with another figure (or a part of it) described in that embodiment, and / or with a figure (or a part of it) described in one or more other embodiments to form even more figures.

[0553] In addition, in the present specification and the like, in the block diagrams, the components are classified by function and shown as mutually independent blocks. However, in actual circuits and the like, it is difficult to separate the components by function, and there may be cases where one circuit is involved in multiple functions, or where one function is involved across multiple circuits. Therefore, the blocks in the block diagrams are not limited to the components described in the specification, and may be rephrased appropriately according to the situation.

[0554] In addition, in the drawings, the size, layer thickness, or region are shown at an arbitrary size for convenience of explanation. Therefore, they are not necessarily limited to the scale. Note that the drawings are shown diagrammatically for clarity, and are not limited to the shapes or values ​​shown in the drawings. For example, it is possible to include variations in signals, voltages, or currents due to noise, or variations in signals, voltages, or currents due to timing deviations.

[0555] In addition, the positional relationship of components shown in the drawings is relative. Therefore, when describing components with reference to the drawings, terms such as "above" and "below" that indicate the positional relationship may be used for convenience. The positional relationship of components is not limited to the contents described in this specification, and can be rephrased appropriately depending on the situation.

[0556] In this specification and the like, when describing the connection relationship of a transistor, the term "one of the source or drain" (or first electrode or first terminal) is used, and the other of the source and drain is used as the "other of the source or drain" (or second electrode or second terminal). This is because the source and drain of a transistor vary depending on the structure or operating conditions of the transistor. The source and drain of a transistor can be appropriately referred to as source (drain) terminal, source (drain) electrode, or the like depending on the situation.

[0557] In addition, the terms "electrode" and "wiring" used in this specification and the like do not limit the functionality of these components. For example, an "electrode" may be used as part of a "wiring", and vice versa. Furthermore, the terms "electrode" and "wiring" include cases where multiple "electrodes" and "wirings" are integrally formed.

[0558] In addition, in this specification and the like, voltage and potential can be interchanged as appropriate. Voltage is a potential difference from a reference potential, and if the reference potential is a ground voltage (earth voltage), for example, voltage can be interchanged with potential. Ground potential does not necessarily mean 0V. Note that potential is relative, and the potential applied to wiring, etc. may be changed depending on the reference potential.

[0559] In this specification and the like, a node can be referred to as a terminal, a wiring, an electrode, a conductive layer, a conductor, an impurity region, etc. depending on a circuit configuration, a device structure, etc. Also, a terminal, a wiring, etc. can be referred to as a node.

[0560] In this specification, A and B are connected means that A and B are electrically connected. Here, A and B are electrically connected means a connection in which an electrical signal between A and B can be transmitted when an object (an element such as a switch, a transistor element, or a diode, or a circuit including the element and wiring) exists between A and B. Note that when A and B are electrically connected, this includes a case in which A and B are directly connected. Here, A and B are directly connected means a connection in which an electrical signal between A and B can be transmitted through wiring (or electrodes) between A and B without passing through the object. In other words, a direct connection means a connection that can be regarded as the same circuit diagram when expressed as an equivalent circuit.

[0561] In this specification, a switch refers to a device that has a function of controlling whether a current flows or not by being in a conductive state (on state) or a non-conductive state (off state), or a device that has a function of selecting and switching a path for a current to flow.

[0562] In this specification, the channel length refers to, for example, in a top view of a transistor, a region where a semiconductor (or a portion in the semiconductor through which current flows when the transistor is on) and a gate overlap, or a distance between the source and drain in a region where a channel is formed.

[0563] In this specification, the channel width refers to, for example, the length of the region where a semiconductor (or the portion in the semiconductor through which current flows when the transistor is on) and a gate electrode overlap, or the length of the portion where a source and a drain face each other in a region in which a channel is formed.

[0564] In this specification and the like, the terms "film" and "layer" can be interchanged depending on the circumstances. For example, the term "conductive layer" can be changed to the term "conductive film". Or, for example, the term "insulating film" can be changed to the term "insulating layer". [Explanation of symbols]

[0565] A1: input data, A2: input data, C1: capacitance, C11: capacitance element, CK1: node, D1: node, GCLK1: clock signal, LBL_N: wiring, LBL_1: wiring, LBL_4: wiring, LBL_6: wiring, M1: transistor, M2: transistor, M3: transistor, M4: transistor, M5: transistor, M6: transistor, M7: transistor, M8: transistor, M9: transistor, M10: transistor, M11: transistor, M12: transistor, M13: transistor, MAC1: output data, MAC2: output data, MC1: circuit, MC2: circuit, MCL1: layer, MCL2: layer, Q1: node, RWL_M: read word line, RWL_1: read word line, SCL1: scribe line, SCL2: scribe line, SDV1: semiconductor device, SDV2: semiconductor device, SLEEP1: signal, SN11: node, T1: time, T2: time, T6: time, T7: time, W1: data, W2: data, WBL_1: write bit line, WBL_N: write bit line, WWL_M: write word line, WWL_1: write word line, 10: semiconductor device, 10_n: semiconductor device , 10_1: semiconductor device, 11: layer, 12: layer, 20: memory circuit section, 20_N: memory circuit section, 20_1: memory circuit section, 20_4: memory circuit section, 20_6: memory circuit section, 21: memory circuit, 21_N: memory circuit, 21_P: memory circuit, 21A: memory circuit, 21B: memory circuit, 21C: memory circuit, 22: transistor, 23: semiconductor layer, 24: multiplication circuit, 25: addition circuit, 26: register, 30: arithmetic circuit, 30_N: arithmetic circuit, 30_1: arithmetic circuit, 30_4: arithmetic circuit, 30_6: arithmetic circuit, 40: switching circuit, 40_1: switching circuit, 40_4: switching circuit, 40_6: switching circuit, 50: drive circuit, 60: memory circuit, 61: transistor, 61_N: transistor, 61_P: transistor, 61A: transistor, 61B: transistor, 62: transistor, 62_N: transistor, 62_P: transistor, 62B: transistor, 63: transistor, 63_N: transistor, 63_P: transistor, 64: capacitance element, 64_N: capacitance element, 64_P: capacitance element, 64A: capacitance element, 64B: capacitance element, 71: controller, 71G: controller, 72: row decoder,73: word line driver, 74: column decoder, 75: driver, 76: precharge circuit, 81: input / output buffer, 82: arithmetic control circuit, 90A: input layer, 90B: middle layer, 90C: output layer, 91: input processing, 92: arithmetic processing, 93: arithmetic processing, 94: pooling arithmetic processing, 95: arithmetic processing, 96: pooling arithmetic processing, 97: full connection arithmetic processing, 100: semiconductor device, 101: digital arithmetic unit, 102: analog arithmetic unit, 103: oxide semiconductor memory, 104: oxide semiconductor memory, 105: oxide semiconductor arithmetic unit, 106: oxide semiconductor memory, 1 07: silicon circuit, 110: CPU, 120: bus, 193: PMU, 200: CPU core, 202: cache memory device, 203: cache memory device, 205: bus interface unit, 210: power switch, 211: power switch, 212: power switch, 214: level shifter, 220: flip-flop, 221: scan flip-flop, 221A: clock buffer circuit, 222: backup circuit, 300: transistor, 310: substrate, 310A: substrate, 312: element isolation layer, 313: semiconductor region, 314a: low resistance region, 314b: low resistance region, 315: insulator, 316: conductor, 320: insulator, 322: insulator, 324: insulator, 326: insulator, 328: conductor, 330: conductor, 350: insulator, 352: insulator, 354: insulator, 356: conductor, 360: insulator, 362: insulator, 364: insulator, 366: conductor, 411: insulator, 412: insulator, 413: insulator, 414: insulator, 416: conductor, 500: transistor, 503: conductor, 503a: conductor, 503b: conductor, 510: insulator, 512: insulator, 514: insulator, 516: insulator body, 518: conductor, 522: insulator, 524: insulator, 530: oxide, 530a: oxide, 530b: oxide, 530ba: region, 530bb: region, 530bc: region, 540: conductor, 540a: conductor, 540b: conductor, 541: insulator, 541a: insulator, 541b: insulator, 542: conductor, 542a: conductor, 542b: conductor, 543: oxide, 543a: oxide, 543b: oxide, 544: insulator, 546: conductor, 550: insulator, 550a: insulator, 550b: insulator, 552: insulator, 554: insulator, 560: conductor,560a: conductor, 560b: conductor, 571: insulator, 571a: insulator, 571b: insulator, 574: insulator, 576: insulator, 580: insulator, 581: insulator, 582: insulator, 586: insulator, 600: capacitance element, 610: conductor, 612: conductor, 620: conductor, 630: insulator, 640: insulator, 650: insulator, 660: conductor, 4700: electronic component, 4702: printed circuit board, 4704: mounting board, 4710: semiconductor device, 4711: mold, 4712: land, 4713: electrode pad, 47 14: wire, 4730: electronic component, 4731: interposer, 4732: package substrate, 4733: electrode, 4735: semiconductor device, 4800: semiconductor wafer, 4800a: chip, 4801: wafer, 4801a: wafer, 4802: circuit section, 4803: spacing, 4803a: spacing, 5200: portable game machine, 5201: housing, 5202: display section, 5203: button, 5300: desktop information terminal, 5301: main body, 5302: display, 5303: keyboard, 5500: information terminal ,5510: Housing, 5511: Display, 5600: TV, 5650: Antenna, 5670: Radio tower, 5675A: Radio waves, 5675B: Radio waves, 5680: Broadcasting station, 5700: Automobile, 5800: Electric refrigerator-freezer, 5801: Housing, 5802: Refrigerator door, 5803: Freezer door, 5900: Information terminal, 5901: Housing, 5902: Display, 5903: Operation button, 5904: Operator, 5905: Band, 6100: Expansion device, 6101: Housing, 6102: Cap, 6103: USB connector, 6104: Board, 6105: 105: chip, 6106: controller chip, 6240: digital camera, 6241: housing, 6242: display unit, 6243: operation button, 6244: shutter button, 6246: lens, 6300: video camera, 6301: housing, 6302: housing, 6303: display unit, 6304: operation key, 6305: lens, 6306: connection unit, 6431: housing, 6432: display unit, 6433: palm print reader, 6434: wiring, 6435: hand, 7500: stationary game machine, 7520: main unit, 7522: controller,

Claims

1. The digital computing unit, the analog computing unit, the first memory circuit, and the second memory circuit are included, the analog computing unit, the first memory circuit, and the second memory circuit each include a transistor having an oxide semiconductor in a channel formation region; the first memory circuit has a function of supplying first weight data as digital data to the digital calculator; the digital calculator has a function of performing a product-sum operation using the first weight data, the second memory circuit has a function of supplying the second weight data as analog data to the analog arithmetic unit; the analog computing unit has a function of performing a product-sum operation using the second weight data, At least one of a transistor having an oxide semiconductor in a channel formation region included in the analog computing unit and the second memory circuit, The amount of current flowing between the source and drain is the amount of current flowing when the transistor operates in the subthreshold region. Semiconductor device.

2. In claim 1, the digital computing unit is in an inactive state while the analog computing unit is in operation; The analog computing unit is in a non-operating state while the digital computing unit is in operation. Semiconductor device.

3. In claim 1 or 2, The digital calculator performs a convolution operation. Semiconductor device.

4. In any one of claims 1 to 3, The analog computing unit performs a full-coupling operation. Semiconductor device.

5. In any one of claims 1 to 4, the digital computing unit includes a transistor having silicon in a channel formation region; Semiconductor device.

6. In any one of claims 1 to 4, The oxide semiconductor is indium oxide. Semiconductor device.

7. In claim 6, The digital calculator is provided in a first layer, the analog computing unit, the first memory circuit, and the second memory circuit are provided in a second layer; The second layer is disposed on the first layer. Semiconductor device.

8. In claim 7, The first memory circuit is provided so as to be superimposed on the digital computing unit. Semiconductor device.

Images