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45 results about "Synaptic function" patented technology

Implementation method of end-to-end functional pulse model based on spiking neural network

The invention discloses an implementation method of an end-to-end functional pulse model based on a spiking neural network, which relates to the technical field of artificial intelligence and comprises the following steps: defining an input pulse binary group Di and an expected output pulse binary group Dd; constructing a functional pulse model based on the functional pulse response function and the dynamic synaptic function, initializing parameters of the functional pulse model, and setting a training round number epochmax; constructing a loss function of the functional pulse model, and calculating a training loss value L according to the loss function; when the training loss value L is not equal to zero and the current training round number is smaller than epochmax, training the functional pulse model by using a back propagation algorithm, and updating parameters until the functional pulse model converges to complete training; the trained functional pulse model is tested, if the requirement is met, the trained functional pulse model is output, the time sequence learning task of the method is obviously superior to that of a traditional pulse neural network, the classification accuracy of the model is improved, and the training speed of the model is increased.
Owner:UNIV OF ELECTRONICS SCI & TECH OF CHINA ZHONGSHAN INST

Self-driven friction nano-generation synaptic transistor

The invention relates to a self-driven friction nano-generation synaptic transistor. The synaptic transistor comprises a friction nano-generator and a synaptic transistor, and further comprises: a substrate; an electrode layer formed on the substrate; a shared intermediate layer formed on the electrode layer; a synaptic transistor active layer, a source electrode and a drain electrode which formedon the shared intermediate layer; and a positive friction layer and a negative friction layer which are formed on the shared intermediate layer. The shared intermediate layer serves as a dielectric layer of the synaptic transistor and an intermediate layer of the friction nano-generator, the output voltage of the friction nano-generator is increased, the synaptic function of the synaptic transistor can be realized, the electrode layer is used as an output electrode of the friction nano-generator and a gate electrode of thesynaptic transistor, is simple in structure, light and flexible, and rubs the positive friction layer or the negative friction layer, and the shared intermediate layer generates pulse voltage, generates excitatory post-synapse current between the source electrode and thedrain electrode without external power supply, and realizes a bionic synaptic transistor function through self-driving.
Owner:XIAN JIAOTONG LIVERPOOL UNIV

Photoelectric nerve synaptic memristor

PendingCN113629187AControllable photoelectric signal transmissionPotential for a wide range of preparationsSolid-state devicesNeural architecturesHigh densityQuantum dot
The invention discloses a photoelectric nerve synaptic memristor which structurally comprises a bottom electrode layer, a quantum dot modified porous structure layer, a two-dimensional material layer, a transparent top electrode layer and an optical waveguide layer from bottom to top in sequence. The memristor is characterized in that the optical waveguide layer is a ridge-shaped optical waveguide, has a light conduction effect and comprises a wedge-shaped output end, and light can be vertically emitted into the two-dimensional material layer and the quantum dot modified porous structure layer through the wedge-shaped output end of the optical waveguide layer. By integrating the optical waveguide and a photoelectric nerve synapse function structure, the photoelectric control characteristic with high alignment and confinement is obtained, and the photoelectric nerve synaptic device has the advantage of controlling the photoelectric synergistic effect in the photoelectric nerve synapse device. The memristor is simple in operation, high in controllability and excellent in performance, is widely applied to the fields of high-density storage calculation, artificial synapse simulation, artificial intelligence and the like, and is favorable for exploring a novel cranial nerve-like working mechanism.
Owner:BEIHANG UNIV

Optical synaptic device based on amorphous silicon film, preparation method and working method

The invention provides an optical synaptic device and method based on an amorphous silicon film. According to the device, optical signals with different energies are used as excitation sources, optical signals with different energies are used for simulating the action potential of a synaptic front end, photo-generated carriers are selectively excited in the amorphous silicon thin film, photocurrent change is caused by capturing and releasing photon-generated carriers by utilizing defect energy levels in the amorphous silicon thin film, the post-synaptic current is simulated by the photocurrentresponse of the device, identification of different colors, namely energy, is realized, therefore, the bionic synaptic function with color selective recognition capability is realized, the change ofphotocurrent response generated by capture and release of photon-generated carriers by defect energy levels represented by a suspension spline in the amorphous silicon thin film is ingeniously utilized, and the synapse function of the device is achieved. The device is advantaged in that the photoelectric synapse provided by the invention not only has the characteristics of simple device structureand preparation process, compatibility with a Si-CMOS process and the like, but further has color recognition capability, and can solve a problem that the working bandwidth of an electric excitation electric reading synapse device is limited.
Owner:UNIV OF ELECTRONICS SCI & TECH OF CHINA

Photoelectric artificial synapse preparation method and photoelectric artificial synapse

The invention provides a photoelectric artificial synapse preparation method. The preparation method comprises the following steps: providing a substrate; manufacturing a pattern electrode with a channel functional region on the substrate; manufacturing an organic semiconductor photoresponse function layer covering the pattern electrode on the surface of the substrate; preparing a ferroelectric polarization regulation and control layer on the surface of the photoresponse functional layer; and annealing to obtain the artificial synapse. Implementation of the artificial synapse is based on ferroelectric polarization multi-stage regulation and photoelectric response of an organic photoelectric semiconductor. And a high-quality in-plane polarization ferroelectric film is obtained by using a dispensing method to construct a planar multilayer structure. Compared with other memristor artificial synapses depending on conductive filaments and ion doping, the artificial synapses has the advantages of low operation voltage, good retention characteristic, simple and controllable preparation process and the like. The method can simulate important synaptic functions, is fast in response to photostimulation and low in energy consumption, and can be used in the fields of neuromorphic calculation, image recognition, machine vision, convolutional neural networks and the like.
Owner:GUANGHUA LINGANG ENG APPL & TECH R&D (SHANGHAI) CO LTD

Multifunctional synaptic bionic device and preparation method thereof

The invention discloses a multifunctional synaptic bionic device and a preparation method thereof. The multifunctional synaptic bionic device sequentially comprises a grid electrode, a silicon substrate layer and a silicon dioxide thin film layer from bottom to top, wherein a first middle electrode and a second middle electrode are arranged on the upper surface of the silicon dioxide thin film layer separately, and the two electrodes are connected through titanium dioxide nanowires; the upper surfaces of the first middle electrode and the second middle electrode are provided with a source electrode and a drain electrode respectively, wherein the source electrode and the drain electrode are used for covering the titanium dioxide nanowires on the first middle electrode and the second middleelectrode; and the layers are sequentially arranged during preparation. According to the synaptic bionic device disclosed by the invention, the single titanium dioxide nanowire is adopted as a resistance change unit, so that the structure is simple, the power consumption is low, and integration is easy; the titanium dioxide nanowires are in reliable contact with the electrodes, the performance ofthe device is stable, and various synaptic functions can be simulated; and meanwhile, the preparation method is simple, and the operability is high.
Owner:XUZHOU NORMAL UNIVERSITY

Method for constructing multi-field coupling artificial synapse through manganese oxide electromagnetic regulation and control

The invention discloses a method for constructing a multi-field coupling artificial synapse through manganese oxide electromagnetic regulation and control, which comprises the following steps of: (1) depositing metal, a resistive layer and perovskite manganese oxide on a substrate in sequence to form a component for simulating a synapse function; (2) taking the metal as a bottom electrode, taking a cylindrical array grown by the perovskite manganese oxide as a top electrode, or taking a layer of metal grown on the perovskite manganese oxide film as the top electrode; and (3) applying an external field to the component, and regulating and controlling migration and distribution of oxygen ions of the perovskite manganese oxide film. According to the method, a memristive heterojunction with excellent electromagnetic characteristics is utilized, external field regulation and control are carried out on a resistive unit array on the basis of an electro-resistance effect to obtain multiple resistance states induced by multiple fields, and migration of oxygen ions in resistive units is regulated and controlled through the external field to simulate the strength distribution and plasticity of a synapse and to construct an artificial synapse.
Owner:HANGZHOU DIANZI UNIV
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