Distance measuring device, model generating device, information generating device, information generating method, and program

Abstract

One of the problems the present invention addresses is identifying how a substance adhering to an emission window of a range measuring device affects the range-measuring performance of the range measuring device.　A range measuring device (10) projects light, which is outputted from a light source (14), through a transmitting member (20), and detects the light reflected from an object. The range measuring device (10) comprises a light-receiving unit (180) and an information generation unit (121). The light-receiving unit (180) at least receives internal reflected light that includes light reflected from the transmission member (20). The information generation unit (121) uses the results of the reception of the internal reflected light by the light-receiving unit (180) to generate information about the range-measuring performance of the range measuring device (10).

Description

[Technical field]

[0001] The present invention relates to a distance measuring device, a model generating device, an information generating device, an information generating method, and a program. [Background technology]

[0002] In recent years, there has been development of distance measuring devices that can be used for automatic driving of automobiles, etc. One example of a distance measuring device is one that measures the distance to surrounding objects by measuring the time it takes for emitted light to be reflected by the object and return.

[0003] In such a distance measuring device, if any deposits form on the exit window through which light exits, the distance measurement is affected.

[0004] Patent Document 1 describes monitoring the received light power and operating a window cleaning device when it is necessary to remove dirt or the like from the window portion. [Prior art documents] [Patent documents]

[0005] [Patent Document 1] Special Publication No. 2009-503486 Summary of the Invention [Problem to be solved by the invention]

[0006] The effect of adhesion on distance measurement varies depending on the configuration of the distance measurement device. By identifying the effect on distance measurement, appropriate measures can be taken.

[0007] One example of a problem to be solved by the present invention is how to identify the effect on distance measurement performance caused by a deposit on an exit window of a distance measuring device. [Means for solving the problem]

[0008] The invention described in claim 1 is A distance measuring device that emits light output from a light source through a transparent member and detects reflected light from an object, a light receiving unit that receives at least internally reflected light including light reflected by the transparent member; and an information generating unit that generates information regarding distance measurement performance of the distance measuring device using the result of reception of the internally reflected light by the light receiving unit.

[0009] The invention described in claim 12 is a training data acquisition unit that acquires training data in which a light receiving unit receives internally reflected light including light reflected by the transparent member, the light receiving unit receiving the internally reflected light including light reflected by the transparent member, and information related to the distance measurement performance of the distance measuring device; and a model generation unit that performs machine learning using the training data to generate a model in which the result of receiving the internally reflected light is input and information regarding the distance measurement performance is output. A model generating device.

[0010] The invention described in claim 13 is An information generating device that generates information about distance measurement performance of a distance measuring device that emits light output from a light source through a transparent member and detects reflected light from an object, comprising: The information generating device includes an information generating unit that generates information regarding the distance measuring capability of the distance measuring device using the results of receiving the internal reflected light by a light receiving unit that receives at least the internal reflected light including the reflected light reflected by the transparent member.

[0011] The invention described in claim 14 is 1. An information generating method executed by a computer to generate information about distance measurement performance of a distance measuring device that emits light output from a light source through a transparent member and detects reflected light from an object, comprising: The information generating method generates information regarding the distance measurement capability of the distance measuring device using the results of receiving the internally reflected light by a light receiving unit that receives at least the internally reflected light including the reflected light reflected by the transparent member.

[0012] The invention described in claim 15 is A program that causes a computer to function as the information generating device according to claim 13. [Brief description of the drawings]

[0013] [Figure 1] 1 is a diagram illustrating a configuration of a distance measuring device according to a first embodiment. [Diagram 2] 1 is a diagram illustrating a distance measuring device according to a first embodiment. [Diagram 3] 1 is a diagram illustrating in detail an example of the configuration of a distance measuring device according to a first embodiment. [Figure 4] 2 is a diagram illustrating an example of a hardware configuration of a control unit and an information generating unit according to the first embodiment. FIG. [Diagram 5] 10 is a diagram illustrating an example of a waveform of a received signal of internally reflected light when a deposit is present on a transmissive member; FIG. [Figure 6] 10 is a diagram illustrating an example of a waveform of a received signal of internally reflected light when a deposit is present on a transmissive member; FIG. [Figure 7] FIG. 2 is a diagram illustrating a schematic distribution of internally reflected light intensity within a frame. [Figure 8] 11 is a table illustrating an example of a determination rule for generating distance measurement information from the result of receiving internally reflected light. [Figure 9] 9 is a flowchart illustrating a flow of judgment by an information generating unit when the judgment rule of FIG. 8 is used. [Figure 10] FIG. 1A is a schematic diagram showing a transparent member of a distance measuring device without a telephoto lens attached, and FIGS. 1B and 1C are schematic diagrams showing a transparent member of a distance measuring device with a telephoto lens attached. [Figure 11] FIG. 13 is a diagram showing the results of measurements taken with a substance adhering to a transparent member of a distance measuring device to which a telephoto lens is not attached. [Figure 12] FIG. 13 is a diagram showing the results of measurements taken with a transparent member of a distance measuring device to which a telephoto lens is attached having an attachment thereon. [Figure 13]FIG. 13 is a diagram illustrating an example of an image on which a distance measurement map is displayed. [Figure 14] 4 is a flowchart illustrating the flow of an information generating method according to the first embodiment. [Figure 15] FIG. 13 is a diagram illustrating an example of a trained model used by an information generating unit according to the second embodiment. [Figure 16] FIG. 2 is a block diagram illustrating a functional configuration of an apparatus for generating a model. [Figure 17] FIG. 13 is a block diagram illustrating the functional configuration of a distance measuring device according to a fourth embodiment. [Figure 18] FIG. 11 is a diagram for explaining a notification target area. [Figure 19] FIG. 13 is a block diagram illustrating a configuration of an information generating device according to a fifth embodiment. [Figure 20] FIG. 13 is a diagram illustrating a hardware configuration of an information generating device according to a fifth embodiment. DETAILED DESCRIPTION OF THE PREFERRED EMBODIMENTS

[0014] Hereinafter, embodiments of the present invention will be described with reference to the drawings. In all the drawings, the same components are given the same reference numerals and the description will be omitted as appropriate.

[0015] (First embodiment) FIG. 1 is a diagram illustrating a configuration of a distance measuring device 10 according to the first embodiment. FIG. 2 is a diagram illustrating the distance measuring device 10 according to this embodiment. In FIG. 1 and FIG. 2, the dashed arrows show the path of light. The distance measuring device 10 according to this embodiment is a device that emits light output from a light source 14 through a transparent member 20 and detects reflected light from an object 30. The distance measuring device 10 includes a light receiving unit 180 and an information generating unit 121. The light receiving unit 180 receives at least internally reflected light including light reflected by the transparent member 20. The information generating unit 121 generates information on the distance measuring capability of the distance measuring device 10 (hereinafter referred to as "distance measuring capability information") using the result of receiving the internally reflected light by the light receiving unit 180. This will be described in detail below.

[0016] In the distance measuring device 10, the light output from the light source 14 is emitted to the outside of the distance measuring device 10 mainly via the transparent member 20 as shown in Fig. 2. However, at least a part of the light output from the light source 14 is reflected inside the distance measuring device 10 as shown in Fig. 1, becoming internally reflected light. The internally reflected light is received by the light receiving unit 180. This internally reflected light also includes light reflected by the transparent member 20. Furthermore, if there is an attachment to the transparent member 20, the internally reflected light includes reflected light caused by the attachment.

[0017] The transparent member 20 is a light-transmitting member that separates the inside and outside of the distance measuring device 10. The transparent member 20 is made of, for example, glass or resin. At least one surface of the transparent member 20 is exposed to the space outside the distance measuring device 10, and dirt, raindrops, and the like may adhere to it. The reflected light caused by the adhesion includes, for example, light reflected at the interface between the transparent member 20 and the adhesion, light reflected inside the adhesion, and light reflected at the interface between the adhesion and air. The information generating unit 121 can generate distance measurement information using the light receiving result of such internal reflection light. The distance measurement information is, for example, information indicating distance measurement performance, and is information related to the received light intensity of reflected light from the object 30 and the distance measurement limit distance. Specifically, the distance measurement information can be degradation information indicating the degree of degradation of the distance measurement performance with respect to the reference state. However, the distance measurement information may be information indicating the level of distance measurement performance. Note that the object 30 is not an adhesion to the transparent member 20, that is, it is not in contact with the transparent member 20.

[0018] 3 is a diagram illustrating in detail the configuration of the distance measuring device 10 according to this embodiment. In this diagram, dashed arrows indicate the path of light. The configuration of the distance measuring device 10 will be described in detail with reference to this diagram.

[0019] The distance measuring device 10 is a device that measures the distance from the distance measuring device 10 to an object (target object 30) within a scanning range 160 based on, for example, the difference between the emission timing of pulsed light and the reception timing of reflected light (reflected pulsed light). The pulsed light is, for example, infrared light or other light. The pulsed light is, for example, a laser pulse. The pulsed light is output from the light source 14 provided in the distance measuring device 10 and emitted to the outside of the distance measuring device 10 through the transparent member 20, and at least a part of it is reflected by the object and returns toward the distance measuring device 10. Then, the reflected light passes through the transparent member 20 again and enters the distance measuring device 10. The reflected light that enters the distance measuring device 10 is received by the light receiving unit 180, and the intensity is detected. The light receiving unit 180 includes a light receiving element 18 and a detection circuit 181. Here, in the distance measuring device 10, the time from when the pulsed light is emitted from the light source 14 to when the reflected light is detected by the light receiving unit 180 is measured. A control unit 120 provided in the distance measuring device 10 calculates the distance between the distance measuring device 10 and the object using the measured time and the propagation speed of the pulsed light. The distance measuring device 10 is, for example, a LIDAR (Laser Imaging Detection and Ranging, Laser Illuminated Detection and Ranging, or LiDAR (Light Detection and Ranging) device.

[0020] The light source 14 emits pulsed light. The light source 14 is, for example, a laser diode. The light receiving element 18 receives the pulsed light incident on the distance measuring device 10 and the above-mentioned internally reflected light. The light receiving element 18 is, for example, a photodiode such as an avalanche photodiode (APD). In this embodiment, an example is described in which the light receiving element 18 serves both as a light receiving element for receiving internally reflected light and using it to generate distance measurement information and as a light receiving element for receiving reflected light from the object 30 and measuring distance. However, the light receiving element for receiving internally reflected light and using it to determine the presence of an attached substance and the light receiving element for receiving reflected light from the object 30 and measuring distance may be provided separately.

[0021] In the example of Fig. 3, the distance measuring device 10 further includes a movable mirror 16. The movable mirror 16 is, for example, a MEMS mirror movable along one axis or two axes. By changing the orientation of the reflecting surface of the movable mirror 16, the emission direction of the pulsed light emitted from the distance measuring device 10 can be changed. When the movable mirror 16 is a MEMS mirror movable along two axes, a predetermined range can be raster scanned with the pulsed light by driving the movable mirror 16 along two axes.

[0022] The control unit 120 generates point cloud data including the measurement results obtained by a plurality of pulsed lights. For example, when raster scanning within a scanning range 160, a line-shaped scan is performed by changing the light emission direction in a first direction 161. Then, by performing a plurality of line-shaped scans while changing the light emission direction in a second direction 162, it is possible to generate point cloud data including a plurality of measurement results within the scanning range 160. In the example shown in this figure, the first direction 161 and the second direction 162 are orthogonal to each other.

[0023] A unit of point cloud data generated by one raster scan is called a frame. When the measurement for one frame is completed, the light emission direction returns to the initial position, and the measurement for the next frame is performed. In this manner, frames are repeatedly generated. In the point cloud data, the distance measured by the pulsed light is associated with information indicating the emission direction of the pulsed light. Alternatively, the point cloud data may include three-dimensional coordinates indicating the reflection point of the pulsed light. The control unit 120 generates the point cloud data using the calculated distance and information indicating the angle of the movable mirror 16 when each pulsed light is emitted. The generated point cloud data may be output to the outside of the distance measuring device 10, or may be stored in a storage device accessible from the control unit 120.

[0024] In the example shown in the figure, the distance measuring device 10 further includes a holed mirror 15 and a condenser lens 13. The pulsed light output from the light source 14 passes through a hole in the holed mirror 15, is reflected by the movable mirror 16, and is then emitted from the distance measuring device 10. The reflected light incident on the distance measuring device 10 is reflected by the movable mirror 16 and the holed mirror 15, and then enters the light receiving unit 180 via the condenser lens 13. The distance measuring device 10 may further include a collimating lens, a mirror, etc.

[0025] The control unit 120 can control the light emitting unit 140, the light receiving unit 180, and the movable reflecting unit 164 (see FIG. 4). The light emitting unit 140 includes a light source 14 and a driving circuit 141. The movable reflecting unit 164 includes a movable mirror 16 and a driving circuit 163. The driving circuit 141 is a circuit for causing the light source 14 to emit light based on a control signal from the integrated circuit 80, and is configured to include, for example, a switching circuit and a capacitive element. The detection circuit 181 includes an IV converter and an amplifier, and outputs a signal indicating the intensity of light detected by the light receiving element 18. The control unit 120 obtains a light receiving signal from the light receiving unit 180, and calculates the distance from the distance measuring device 10 to an object within the scanning range 160 as described above. The information generating unit 121 also obtains a light receiving signal from the light receiving unit 180, and uses it to generate distance measurement information.

[0026] 4 is a diagram illustrating a hardware configuration of the control unit 120 and the information generation unit 121 according to this embodiment. The control unit 120 and the information generation unit 121 are implemented using an integrated circuit 80. The integrated circuit 80 is, for example, a SoC (System On Chip).

[0027] The integrated circuit 80 has a bus 802, a processor 804, a memory 806, a storage device 808, an input / output interface 810, and a network interface 812. The bus 802 is a data transmission path for the processor 804, the memory 806, the storage device 808, the input / output interface 810, and the network interface 812 to transmit and receive data to one another. However, the method of connecting the processor 804 and the like to one another is not limited to bus connection. The processor 804 is an arithmetic processing device realized by using a microprocessor or the like. The memory 806 uses a RAM (Random Access Memory) or the like. The storage device 808 is a read only memory (ROM). A storage device realized using a hard disk drive or flash memory.

[0028] The input / output interface 810 is an interface for connecting the integrated circuit 80 to peripheral devices. In this figure, the input / output interface 810 is connected to the drive circuit 141 of the light source 14, the detection circuit 181 of the light receiving element 18, and the drive circuit 163 of the movable mirror 16.

[0029] The network interface 812 is an interface for connecting the integrated circuit 80 to a communication network. This communication network is, for example, a communication network such as a CAN (Controller Area Network), Ethernet, or LVDS (Low Voltage Differential Signaling). The method for connecting the interface 812 to the communication network may be a wireless connection or a wired connection.

[0030] The storage device 808 stores program modules for realizing the functions of the control unit 120 and the information generation unit 121. The processor 804 reads the program modules into the memory 806 and executes them to realize the functions of the control unit 120 and the information generation unit 121.

[0031] The hardware configuration of the integrated circuit 80 is not limited to the configuration shown in the figure. For example, the program module may be stored in the memory 806. In this case, the integrated circuit 80 does not need to include the storage device 808.

[0032] 5 and 6 are diagrams illustrating examples of the waveform of the received light signal of the internal reflection light when an attachment occurs on the transparent member 20. For example, the information generating unit 121 can specify the waveform of the received light signal at the light receiving unit 180 within a predetermined time from the emission of the light as the waveform of the internal reflection light. Alternatively, the information generating unit 121 may consider the pulsed light received first after the emission of the pulsed light as the internal reflection light. This is because the internal reflection light is reflected from a fixed short distance. The waveform of the received light signal of the internal reflection light differs depending on the type of the attachment, such as whether the attachment is moisture, oil, dust, or dirt. The information generating unit 121 generates the distance measurement information using the characteristics of the received light signal waveform. Also, as described above, the distance measuring device 10 performs distance measurement by sequentially emitting multiple lights. Then, the information generating unit 121 generates the distance measurement information for each emission of light. The generation of the distance measurement information will be described in detail below.

[0033] <Internal reflection light intensity> The information generating unit 121 can generate distance measurement information by using, for example, the intensity of the internally reflected light in the light receiving result. When there is an attachment, the intensity of the internally reflected light increases due to reflection from the attachment. Furthermore, when the received light intensity is particularly high, it exceeds the detection range of the light receiving unit 180, and the light receiving signal may become saturated as shown in Figs. 5 and 6. At the position where there is an attachment, the reflected light from the target object 30 is also attenuated, so that the distance measurement performance decreases. Therefore, it can be said that the greater the intensity of the internally reflected light, the worse the distance measurement performance becomes. For each emitted light, the information generating unit 121 specifies the maximum intensity of the internally reflected light in the light receiving signal as the intensity of the internally reflected light, and uses it to generate distance measurement information.

[0034] <Saturation time> The information generating unit 121 can generate distance measurement information using the length of time related to the saturation of the light receiving unit 180 by the internal reflection light, for example. When the adhesion is moisture, for example, the waveform is affected by saturation for a long time. The light receiving unit 180 receives the reflected light from the object 30 following the reception of the internal reflection light. However, when the light receiving unit 180 is affected by saturation for a long time, it may also affect the reception of the reflected light from the object 30. For example, if the reflected light from the object 30 enters the light receiving element 18 before the light receiving signal returns to the reference level after saturation, the peak may not be detected accurately. In that case, the distance to the object 30 cannot be calculated correctly. Therefore, it can be said that the longer the length of time related to saturation, the more the distance measurement performance tends to deteriorate.

[0035] Examples of the length of time related to saturation that can be used for the determination include times T1, T2, and T3 shown in Figs. 5 and 6. In the following, the length of time related to saturation is also simply called "saturation time." The saturation time is at least any one of times T1, T2, and T3. The information generating unit 121 may use only one of times T1, T2, and T3, or may use two or more of them in combination. Each of times T1, T2, and T3 will be described in detail below.

[0036] Time T1 is the length of time that light receiving unit 180 is saturated. Information generating unit 121 measures time T1 by determining that light receiving unit 180 is saturated when the light receiving signal output by light receiving unit 180 exceeds a predetermined reference value S. Reference value S is, for example, slightly smaller than the saturation level of the light receiving element. Here, the saturation level means the maximum amount of received light that light receiving unit 180 can detect without being saturated.

[0037] Time T2 is a length of time that starts from the point when saturation begins in the output waveform of the light receiving unit 180 and ends at the point when the slope becomes zero for the first time after saturation. The information generating unit 121 determines the point when saturation begins as the point when the light receiving signal output by the light receiving unit 180 exceeds the above-mentioned reference value S after the emission of the pulsed light. The information generating unit 121 also calculates the slope at each point of the waveform, detects the point when the calculated slope becomes zero, and measures time T2.

[0038] The time T3 is a length of time starting from the time when saturation starts in the output waveform of the light receiving unit 180 and ending at the earlier of the time when the second zero crossing occurs after saturation or the time when the signal converges for the first time after saturation. The information generating unit 121 determines the time when the light receiving signal output by the light receiving unit 180 exceeds the above-mentioned reference value S after the emission of the pulsed light as the time when saturation starts. The information generating unit 121 also detects the time when the light receiving signal crosses zero and identifies the time when the signal crosses zero for the second time after saturation. Furthermore, the information generating unit 121 determines that the signal value is in a converged state when the state in which the signal value is within a predetermined convergence level range continues for a predetermined length of time. Then, when it is determined that the convergence state has occurred, the information generating unit 121 identifies the time when the state started, that is, the time when the signal value went from outside the convergence level range to within the convergence level range, as the time when the signal value converged for the first time after saturation. The convergence level range is a range that includes zero, and the upper limit of the convergence level range is slightly greater than zero, and the lower limit of the convergence level range is slightly less than zero. However, the difference between the upper limit of the convergence level range and zero can be made larger than the difference between the lower limit of the convergence level range and zero. For example, when disturbance light is incident on the distance measuring device 10, the light receiving signal may converge to a level larger than zero due to the disturbance light.

[0039] The information generating unit 121 selects the earlier of the second zero crossing time after saturation and the first convergence time after saturation, and measures time T3. Note that either the second zero crossing time after saturation or the first convergence time after saturation may not exist. In that case, the information generating unit 121 determines the specified one of the second zero crossing time after saturation and the first convergence time after saturation as the end point of T3. In the example of FIG. 6, T2 and T3 are the same.

[0040] The end point of time T3 may also be the first time when, after the end of the saturated state, the received light signal is within the convergence level range and the slope of the received light signal is within a predetermined range including zero.

[0041] It should be noted that even when there is no attachment, some degree of internal reflection light occurs. Therefore, it is preferable that the information generating unit 121 generates distance measurement information using the amount of change from the initial value for the intensity and saturation time of the internal reflection light. In this way, the influence of attachment can be more accurately identified. As the initial value, a value measured when there is no attachment on the transparent member 20, for example, in the state at the time of shipment, can be used.

[0042] <position within object> For example, the information generation unit 121 can use the distribution of the results of receiving internally reflected light in multiple light emission directions to identify an object area corresponding to an area where there is adhesion on the transparent member 20, and generate ranging information based on the position within the object area.

[0043] FIG. 7 is a diagram showing a schematic distribution of the internal reflected light intensity in a frame. The information generating unit 121 can generate such an internal reflected light intensity map using the internal reflected light intensities corresponding to a plurality of emission directions. As described above, the internal reflected light intensity used here is preferably the amount of change from the initial value. From the internal reflected light intensity map, it is possible to identify an area where an attachment occurs in the scanning range. Specifically, the information generating unit 121 identifies an area in the internal reflected light intensity map where the internal reflected light intensity is equal to or greater than a predetermined value as an object area.

[0044] The distance measurement capability of the distance measuring device 10 also depends on the relationship between the position of the attachment and the emission direction. For example, light emitted toward the center of the attachment is more affected by the attachment than light emitted toward the edge of the attachment. In other words, the effect on distance measurement is also greater. Therefore, the information generating unit 121 can generate distance measurement information based on the position within the object area. Specifically, the information generating unit 121 calculates the shortest distance from the outer edge of the object area for each point (emission direction) within the specified object area. The longer the shortest distance, the closer the point is to the center of the object area, and the more likely the distance measurement capability is to decrease. Note that for points outside the object area, a sufficiently large default value is set as the shortest distance.

[0045] In addition, instead of the internal reflection light intensity map, the information generation unit 121 may generate a saturation time map using saturation times corresponding to multiple emission directions or the change in the saturation time from the initial value, and use the map to identify the object region.

[0046] The information generating unit 121 according to this embodiment performs rule-based judgment using the results of receiving internally reflected light, and generates distance measurement information. Each time measurement of one frame is completed, the information generating unit 121 performs the following process, and generates distance measurement information for each measurement point in the frame. In addition, when it is not necessary to specify an object area to generate distance measurement information, the information generating unit 121 may generate distance measurement information for each emission of light.

[0047] FIG. 8 is a table illustrating a judgment rule for generating distance measurement information from the result of receiving the internal reflection light. FIG. 9 is a flowchart illustrating a judgment flow of the information generating unit 121 when the judgment rule of FIG. 8 is used. In the example of this figure, the information generating unit 121 generates distance measurement information using the internal reflection light intensity, the saturation time, and the shortest distance from the outer edge of the object area. In addition, in the example of this figure, the information generating unit 121 generates a deterioration prediction level as distance measurement information. In the example of this figure, the degree of deterioration increases in the order of "deterioration level C", "deterioration level B", and "deterioration level A". That is, among "deterioration level A", "deterioration level B", and "deterioration level C", "deterioration level C" has the highest degree of deterioration, "deterioration level B" has the second highest degree of deterioration after "deterioration level C", and "deterioration level A" has the second highest degree of deterioration after "deterioration level B". In addition, "standard" indicates that the distance measurement performance is the same as that in the initial state.

[0048] First, the information generating unit 121 judges whether the internal reflection light intensity of the point to be judged is equal to or greater than the reference value S (S101). If the internal reflection light intensity is not equal to or greater than the reference value S (No in S101), the information generating unit 121 judges the deterioration prediction level of the point to be "standard" (S102). If the internal reflection light intensity is equal to or greater than the reference value S (Yes in S101), the information generating unit 121 then judges whether the saturation time of the point to be judged is equal to or greater than the reference value A (S103). If the saturation time is not equal to or greater than the reference value A (No in S103), the information generating unit 121 judges the deterioration prediction level of the point to be judged as "deterioration level A" (S104). If the saturation time is equal to or greater than the reference value A (Yes in S103), the information generating unit 121 then judges whether the shortest distance from the outer edge of the object area of ​​the point to be judged is equal to or greater than the reference value B (S105). If the shortest distance is not equal to or greater than reference value B (No in S105), the information generating unit 121 determines the deterioration prediction level of that point to be "deterioration level B" (S106). If the shortest distance is not equal to or greater than reference value B (Yes in S105), the information generating unit 121 determines the deterioration prediction level of that point to be "deterioration level C" (S107). In this way, the information generating unit 121 can identify the deterioration level on a rule basis.

[0049] The information generating unit 121 may generate information about the distance measurement performance using a judgment rule provided for each configuration of the optical system of the distance measuring device 10. Since the influence of attachments on the distance measurement performance differs depending on the configuration of the optical system, it is preferable to use an appropriate judgment rule for each configuration. The difference in the influence on the distance measurement performance depending on the configuration of the optical system will be described below.

[0050] FIG. 10(a) is a diagram showing a schematic view of the transparent member 20 of the distance measuring device 10 without a telephoto lens attached, and FIG. 10(b) and FIG. 10(c) are diagrams showing a schematic view of the transparent member 20 of the distance measuring device 10 with a telephoto lens attached. In FIG. 10(a) to FIG. 10(c), a dashed rectangle 210 indicates an effective scanning area, a solid rectangle 211 indicates a spot shape and size of the light emitted from the distance measuring device 10 on the transparent member 20, and an ellipse 212 indicates a shape and size of the light receiving spot on the transparent member 20. The effective scanning area is an area in the transparent member 20 through which the emitted light can pass when scanning is performed to generate one frame. The light receiving spot is an area that can receive the light emitted from the distance measuring device 10, reflected by the object 30, and then incident on the distance measuring device 10. As can be seen from FIGS. 10(a) and 10(b), the size of the light spot relative to the effective scanning area differs greatly depending on whether or not a telephoto lens is used.

[0051] FIG. 11 is a diagram showing the results of measurement in a state where an attachment is attached to the transparent member 20 of the distance measuring device 10 to which a telephoto lens is not attached. FIG. 12 is a diagram showing the results of measurement in a state where an attachment is attached to the transparent member 20 of the distance measuring device 10 to which a telephoto lens is attached. In FIG. 10(a) and FIG. 10(c), the size and shape of the attachment 213 at this time are shown. In FIG. 11 and FIG. 12, respectively, an internal reflection light intensity map, a saturation time map, a distance measurement intensity map, and a distance map obtained in the same frame are shown. The internal reflection light intensity map and the saturation time map are as described above. The distance measurement intensity map is a map showing the distribution of the peak intensity of the light reception signal when the reflected light from the object 30 is received. The distance map is a map showing the distribution of the distance to the object 30 calculated by receiving the reflected light from the object 30. In each map, an area corresponding to the attachment exists inside the dashed ellipse. The size of the attachment attached to the transparent member 20 is the same in FIG. 11 and FIG. 12. For example, when the distance measuring device 10 is used outdoors, the expected adhesions are raindrops, dust, insects, snow, etc., which are generally several mm in size. Assuming this size, the size of the adhesions used in the measurements of Figures 11 and 12 was set to 2 mm x 3 mm.

[0052] As shown in Fig. 11, in the case of the distance measuring device 10 without the telephoto lens attached, the effect of the adhesion appears in a shape close to the actual shape in the internal reflection light intensity map and the saturation time map. Also, the distance measurement intensity map and the distance map show that the distance measurement was impossible in the area where the adhesion was present.

[0053] On the other hand, as shown in FIG. 12, in the distance measuring device 10 equipped with a telephoto lens, the internal reflection light intensity map shows an effect over a large area relative to the frame. This is due to the large size of the attached object relative to the effective scanning area. In the saturation time map, the effect decreases from the center of the object area toward the outer edge. Also, while the distance measurement intensity map shows a strong effect in the center of the object area, there are many areas in the distance map where this effect does not appear, and it can be seen that distance measurement is possible over the entire frame. This is thought to be due to the fact that the light spot and the attached object are of approximately the same size.

[0054] In this way, since the influence of the adhering matter on the distance measurement performance differs depending on the configuration of the optical system, it is preferable to set different judgment rules for each configuration and use them to generate distance measurement information. For example, the information generating unit 121 obtains information indicating the configuration of the optical system inputted in advance to 10, and reads out the judgment rule corresponding to the configuration from the storage unit and uses it. Note that in each map as shown in Figs. 11 and 12, the image is distorted due to the trajectory of the movable mirror 16 and the effect of the optical lens. Since such distortion is known, a process of correcting each map using a predetermined correction parameter may be performed. In that case, the outer shape of the map does not have to be rectangular. Alternatively, the outer shape of the map may remain rectangular, and a process of correcting distortion of the projected object, etc., as necessary may be performed. The same applies to the degradation map described later.

[0055] When the information generating unit 121 generates the ranging information for each light emission direction, it may generate a ranging map showing the distribution of the ranging information. The ranging device 10 may generate and output display data for displaying the generated ranging map as an image. The ranging device 10 can display the ranging map by outputting the display data to a display. The ranging device 10 may store the generated ranging information in a storage unit accessible from the ranging device 10. This storage unit may or may not be included in the ranging device 10.

[0056] FIG. 13 is a diagram illustrating an image in which a distance measurement map is displayed. In the image of this figure, a degradation map of distance measurement performance is displayed as the distance measurement map. In addition, a table showing what distance measurement limit distance each degradation level corresponds to under a plurality of conditions is also displayed. Such a table can be prepared by prior experimental measurement and stored in a memory unit. For example, in this example, it is found that the limit distance at which a target (object) with a reflectance of 100% can be measured in a state where the background light is 100 klux is 30 m in the area of ​​degradation level C in the frame. By displaying the distance measurement map in this way, for example, it is possible to check whether the required distance measurement performance is satisfied or to determine whether the transparent member 20 needs to be cleaned.

[0057] 14 is a flow chart illustrating the flow of an information generating method according to this embodiment. The information generating method according to this embodiment is executed by a computer and generates distance measurement information of a distance measuring device 10 that emits light output from a light source through a transparent member and detects reflected light from an object. In this method, a light receiving unit that receives at least internal reflected light including reflected light reflected from the transparent member 20 obtains a reception result of the internal reflected light (S500). Then, the reception result of the internal reflected light is used to generate distance measurement information of the distance measuring device 10 (S510).

[0058] As described above, according to this embodiment, the information generating unit 121 generates distance measurement information of the distance measuring device 10 using the result of receiving the internally reflected light by the light receiving unit 180. Therefore, it is possible to identify the effect on distance measurement caused by the attachment on the exit window of the distance measuring device, check whether the required distance measurement performance is satisfied by the user, and take necessary measures.

[0059] Second embodiment The distance measuring device 10 according to the second embodiment is the same as the distance measuring device 10 according to the first embodiment, except that the information generating unit 121 generates distance measurement information using a trained model 40 based on machine learning. This will be described in detail below.

[0060] In this embodiment, instead of using a determination rule, the information generator 121 generates distance measurement information from the result of receiving internally reflected light using a model 40. The model 40 is a model that receives, for example, the result of receiving internally reflected light as an input and outputs distance measurement information.

[0061] FIG. 15 is a diagram illustrating a trained model 40 used by the information generating unit 121 according to the second embodiment. The information generating unit 121 according to the present embodiment acquires the trained model 40 by reading it from a storage unit accessible from the information generating unit 121. The information generating unit 121 inputs input data to the model 40 and obtains output data of the model 40. The input data input to the model 40 may be a received light waveform of internally reflected light, or may be a numerical value such as an internally reflected light intensity, a saturation time, or a shortest distance from the outer edge of the object region, or a vector including them. The input data of the model 40 may also include, for example, an internal reflection intensity map or a saturation time map. The output data of the model 40 is, for example, a deterioration prediction level of each point in a frame. The output data may be a map such as a deterioration map. The input data and output data of the model 40 may be on a measurement point basis or on a frame basis.

[0062] Furthermore, the input data of the model 40 may further include information indicating the configuration of the distance measuring device 10 when the light reception result was obtained. The configuration of the distance measuring device 10 includes, for example, the configuration of the optical system. Alternatively, the model 40 may be provided for each configuration of the distance measuring device 10. In this case, the information generating unit 121 may obtain information indicating the configuration of the distance measuring device 10, and read out the model 40 corresponding to that configuration from the storage unit and use it.

[0063] The trained model 40 includes a neural network 410. The trained model 40 is a model that has been trained in advance by machine learning using a plurality of training data.

[0064] The information generating unit 121 can improve the accuracy of the distance measurement information by using such a model 40. Note that the information generating unit 121 may generate the distance measurement information by combining the rule-based determination as described in the first embodiment and the determination using the model 40.

[0065] <Model generation device> FIG. 16 is a block diagram illustrating a functional configuration of a device for generating a model. The model generating device 70 includes a training data acquiring unit 710 and a model generating unit 720. The training data acquiring unit 710 acquires training data in which the light receiving result of the internal reflected light is associated with distance measurement information of the distance measuring device. The light receiving result of the internal reflected light is a light receiving result of the internal reflected light including the reflected light reflected by the transparent member 20 in the distance measuring device that emits the light output from the light source 14 through the transparent member 20 and detects the reflected light from the target object. The model generating unit 720 performs machine learning using the training data to generate a model 40 that receives the light receiving result of the internal reflected light as an input and outputs distance measurement information.

[0066] A plurality of pieces of training data can be prepared in advance by experimental measurements and stored in the storage unit. The training data acquisition unit 710 acquires the training data by, for example, reading it out from the storage unit.

[0067] According to this embodiment, the same actions and effects as those of the first embodiment can be obtained.

[0068] (Third embodiment) The distance measuring device 10 according to the third embodiment is the same as the distance measuring device 10 according to at least one of the first and second embodiments, except that the control unit 120 performs control using distance measurement information. In this embodiment, the control unit 120 controls at least one of the output intensity of the light source 14 and the multiplication factor of the light receiving unit 180 based on the distance measurement information. This will be described in detail below.

[0069] When a ranging map is generated for a certain frame, the control unit 120 performs control based on the generated ranging map when measuring subsequent frames. Specifically, when a measurement is to be performed in a certain emission direction, the control unit 120 refers to the ranging map to specify ranging information for that emission direction. Then, based on the specified ranging information, at least one of the output intensity of the light source 14 and the multiplication factor of the light receiving unit 180 is controlled. For example, the higher the degree of deterioration indicated in the ranging information, the higher the output intensity of the light source 14 is increased by the information generating unit 121. By doing so, even if the light is attenuated by the attached matter, the distance measuring device 10 can output light of sufficient intensity. Alternatively, the higher the degree of deterioration indicated in the ranging information, the higher the information generating unit 121 increases the multiplication factor of the light receiving unit 180. By doing so, even if the reflected light of the object 30 is weak, a light receiving signal of sufficient intensity can be obtained. For example, the control unit 120 obtains reference information from a storage unit accessible from the control unit 120 and uses it for control. The reference information is information that associates a deterioration level with an output intensity of the light source 14, or information that associates a deterioration level with a multiplication factor of the light receiving unit 180. The control unit 120 specifies the output intensity or multiplication factor corresponding to the deterioration level indicated in the distance measurement information, and controls the light source 14 or the light receiving unit 180.

[0070] According to this embodiment, the same actions and effects as those of the first embodiment can be obtained. In addition, according to this embodiment, the control unit 120 controls at least one of the output intensity of the light source 14 and the multiplication factor of the light receiving unit 180 based on the distance measurement information. Therefore, good distance measurement can be performed even when there is an influence of an attached object.

[0071] (Fourth embodiment) 17 is a block diagram illustrating a functional configuration of a distance measuring device 10 according to a fourth embodiment. The distance measuring device 10 according to this embodiment is the same as the distance measuring device 10 according to at least one of the first to third embodiments, except that it further includes a notification unit 123 that performs notification using distance measurement information. The notification unit 123 obtains information indicating a notification target area in a distance measurement map, and performs notification based on the distance measurement information of the notification target area. This will be described in detail below.

[0072] The notification is, for example, a warning indicating that the distance measurement performance has deteriorated. In this case, the notification unit 123 issues a warning about the deterioration of the distance measurement performance within the notification target area, but does not take into account distance measurement information outside the notification target area in the notification. In other words, even if the distance measurement performance has deteriorated outside the notification target area, the notification unit 123 does not issue a notification such as a warning.

[0073] FIG. 18 is a diagram for explaining the notification target area 61. For the ranging device 10 according to this embodiment, the user specifies the notification target area 61 in a frame in advance. The ranging device 10 accepts an input specifying the notification target area 61 from the user. The notification unit 123 acquires information indicating the notification target area 61 input to the ranging device 10. In addition, when the ranging performance map is generated, the notification unit 123 acquires the ranging performance map from the information generation unit 121. Then, the notification unit 123 determines whether or not degradation of ranging performance is observed in the notification target area 61 in the ranging performance map. If degradation of ranging performance is observed in the notification target area 61, the notification unit 123 outputs a warning. On the other hand, if degradation of ranging performance is not observed in the notification target area 61, the notification unit 123 does not output a warning. A case where degradation of the distance measurement performance is found within the notification target area 61 of the distance measurement map is, for example, a case where the predicted degradation level of at least a part of the notification target area 61 is not "standard." Or, a case where the predicted degradation level of at least a part of the notification target area 61 is worse than a predetermined level. Also, the notification unit 123 does not output a warning even if degradation of the distance measurement performance is found outside the notification target area 61 as shown in FIG. 18 .

[0074] The method of outputting the warning is not particularly limited, but the notification unit 123 can output the warning by, for example, audio output or display on a display.

[0075] The user may further input a condition for outputting a warning to the distance measuring device 10. The notification unit 123 acquires the condition input by the user. For example, the user sets "background light 0 lux" and "target reflectance 10%" as information on the usage environment, and inputs a condition of "distance measurement limit distance 30 m or more" as a condition of required performance. Then, the notification unit 123 outputs a warning when the condition of "having a distance measurement limit distance of 30 m or more for measurements with background light 0 lux and target reflectance 10%" is no longer satisfied in at least a part of the notification target area 61. Whether or not the set condition is satisfied can be determined by using, for example, a table as shown in FIG. 13 in addition to the generated distance measurement information.

[0076] In addition, instead of outputting a warning, or in addition to outputting a warning, the notification unit 123 may issue a notification indicating that the ranging performance is good when no deterioration in ranging performance is observed within the notification target area 61.

[0077] In this embodiment, the storage device 808 further stores a program module for implementing the function of the notification unit 123. The processor 804 implements the function of the notification unit 123 by reading this program module into the memory 806 and executing it.

[0078] According to this embodiment, the same actions and effects as those of the first embodiment can be obtained. In addition, according to this embodiment, the distance measuring device 10 further includes a notification unit 123 that performs notification using distance measurement information. Therefore, the user can easily recognize the deterioration of the distance measurement performance.

[0079] Fifth embodiment 19 is a block diagram illustrating the configuration of an information generating device 50 according to a fifth embodiment. The information generating device 50 according to this embodiment is an information generating device that generates distance measurement information of a distance measuring device 10 that emits light output from a light source 14 through a transparent member 20 and detects reflected light from an object 30. The information generating device 50 includes an information generating unit 510. The information generating unit 510 generates distance measurement information of the distance measuring device 10 using a result of reception of internal reflected light by a light receiving unit 180 that receives at least internal reflected light including reflected light reflected by the transparent member 20. This will be described in detail below.

[0080] The distance measuring device 10 according to this embodiment is the same as the distance measuring device 10 according to at least one of the first to third embodiments, except that it does not include the information generating unit 121. Alternatively, the distance measuring device 10 according to this embodiment is the same as the distance measuring device 10 according to the fourth embodiment, except that it does not include the information generating unit 121 and the notification unit 123. The information generating device 50 according to this embodiment acquires information necessary for generating distance measurement information from the distance measuring device 10 and generates the information. The information generating device 50 includes an information generating unit 510. The information generating unit 510 performs the same process as the information generating unit 121 according to the first or second embodiment. In addition, the information generating device 50 may further include a notification unit similar to the notification unit 123 according to the fourth embodiment.

[0081] For example, the information generating device 50 acquires information indicating the result of receiving the internal reflected light from the distance measuring device 10. Then, the information generating unit 510 generates distance measurement information of the distance measuring device 10 based on the information indicating the result of receiving the internal reflected light. The generated distance measurement information may be output from the information generating device 50 to the distance measuring device 10 and used for control by the control unit 120, or may be output from the information generating device 50 to a display or the like. The generated distance measurement information may be held in a storage unit accessible from the information generating device 50. This storage unit may be a storage unit included in the information generating device 50 (for example, a storage device 908 described later) or a storage unit provided outside the information generating device 50.

[0082] FIG. 20 is a diagram illustrating a hardware configuration of an information generating device 50 according to this embodiment. The information generating device 50 is implemented using an integrated circuit 90. The integrated circuit 90 may be, for example, SoC (System On Chip).

[0083] The integrated circuit 90 has a bus 902, a processor 904, a memory 906, a storage device 908, an input / output interface 910, and a network interface 912. The bus 902 is a data transmission path for the processor 904, the memory 906, the storage device 908, the input / output interface 910, and the network interface 912 to transmit and receive data to one another. However, the method of connecting the processor 904 and other components to one another is not limited to bus connection. The processor 904 is an arithmetic processing device realized by using a microprocessor or the like. The memory 906 uses a RAM (Random Access Memory) or the like. The storage device 908 is a memory realized by using a ROM (Read Only Memory). A storage device realized using a hard disk drive or flash memory.

[0084] The input / output interface 910 is an interface for connecting the integrated circuit 90 to peripheral devices. The input / output interface 910 is connected to the distance measuring device 10.

[0085] The network interface 912 is an interface for connecting the integrated circuit 90 to a communication network. This communication network is, for example, a CAN (Controller Area Network) communication network. The network interface 912 may connect to the communication network either wirelessly or by wire.

[0086] The storage device 908 stores a program module for realizing the function of the information generating unit 510. The processor 904 reads this program module into the memory 906 and executes it to realize the function of the information generating unit 510. The storage device 908 may further store a program module for realizing a notification unit.

[0087] The hardware configuration of the integrated circuit 90 is not limited to the configuration shown in the figure. For example, the program module may be stored in the memory 906. In this case, the integrated circuit 90 does not need to include the storage device 908.

[0088] According to this embodiment, the same actions and effects as those of the first embodiment can be obtained.

[0089] Although the embodiment and examples have been described above with reference to the drawings, these are merely examples of the present invention, and various configurations other than those described above can also be adopted.

[0090] This application claims priority based on Japanese Patent Application No. 2021-187617, filed on November 18, 2021, the disclosure of which is incorporated herein in its entirety. Below, examples of reference forms are given. 1. A distance measuring device that emits light from a light source through a transparent member and detects the reflected light from an object, a light receiving unit that receives at least internally reflected light including light reflected by the transparent member; and an information generating unit that generates information regarding the distance measurement capability of the distance measuring device using the result of receiving the internally reflected light by the light receiving unit. 2. In the distance measuring device according to 1., The distance measuring device measures distance by sequentially emitting a plurality of light beams, The information generating unit generates information regarding the distance measurement capability for each emission of light. Ranging device. 3. In the distance measuring device according to 2., The information generating unit generating information regarding the distance measurement capability for each light emission direction; Generate a rangeability map indicating a distribution of the rangeability information. Ranging device. 4. In the distance measuring device according to 3., a notification unit that performs notification using information related to the distance measurement capability, The notification unit is Obtaining information indicating a notification target area in the ranging map; In the notification, information regarding the distance measurement capability outside the notification target area is not taken into account. Ranging device. 5. In the distance measuring device according to any one of 1. to 4., A control unit that performs control using information about the distance measurement capability, The control unit controls at least one of the output intensity of the light source and the multiplication factor of the light receiving unit based on information regarding the distance measurement performance. Ranging device. 6. In the distance measuring device according to any one of 1. to 5., The information generating unit generates information about the distance measurement capability by using the intensity of the internally reflected light in the light receiving result. Ranging device. 7. In the distance measuring device according to any one of 1. to 6., The information generating unit generates information about the distance measurement capability using a time period related to saturation of the light receiving unit by the internally reflected light. Ranging device. 8. In the distance measuring device according to any one of 1. to 7., The information generating unit identifies an object region corresponding to a region where an attachment is present on the transparent member, using a distribution of the results of receiving the internally reflected light in a plurality of emission directions of the light; Generate information regarding the ranging property based on a position within the object region Ranging device. 9. In the distance measuring device according to any one of 1. to 8., The information generating unit generates information about the distance measurement capability using a trained model based on machine learning. Ranging device. 10. In the distance measuring device according to any one of 1. to 8., The information generating unit performs a rule-based determination using the result of receiving the internally reflected light, and generates information regarding the distance measurement capability. Ranging device. 11. The distance measuring device according to 10., The information regarding the distance measurement performance is generated using a judgment rule provided for each configuration of the optical system of the distance measurement device. Ranging device. 12. In a distance measuring device that emits light output from a light source through a transparent member and detects reflected light from an object, a training data acquisition unit that acquires training data in which the light receiving result, which includes internally reflected light reflected by the transparent member, is received by a light receiving unit, and information regarding the distance measuring performance of the distance measuring device is associated with the light receiving result; and a model generation unit that performs machine learning using the training data to generate a model in which the result of receiving the internally reflected light is input and information regarding the distance measurement performance is output. Model generation device. 13. An information generating device that generates information about the distance measurement performance of a distance measuring device that emits light output from a light source through a transparent member and detects reflected light from an object, An information generating device comprising an information generating unit that generates information regarding the distance measuring capability of the distance measuring device using the results of receiving the internal reflected light by a light receiving unit that receives at least internal reflected light including reflected light reflected by the transparent member. 14. An information generating method for generating information about the distance measurement capability of a distance measuring device that emits light output from a light source through a transparent member and detects reflected light from an object, the method comprising: An information generating method for generating information regarding the distance measurement capability of the distance measuring device using the results of receiving the internal reflected light by a light receiving unit that receives at least the internal reflected light including the reflected light reflected by the transparent member. 15. A program that causes a computer to function as the information generating device described in 13. [Explanation of symbols]

[0091] 10 Ranging device 13 Condenser lens 14 Light source 15 Perforated mirror 16 Movable mirror 18 Photodetector 20 Transparent material 30 Objects 40 Models 50 Information generation device 61 Notification Area 70 Model Generator 80 Integrated Circuits 90 Integrated Circuits 120 Control section 121 Information generation section 123 Information Department 140 Light emitting part 164 Movable reflector 180 Light receiving section 410 Neural Networks 510 Information generation section 710 Training Data Acquisition Unit 720 Model Generation Unit

Claims

1. A distance measuring device that emits light output from a light source through a transparent member and detects reflected light from an object, a light receiving unit that receives at least internally reflected light including light reflected by the transparent member; an information generating unit that generates information about a distance measurement capability of the distance measuring device using a result of receiving the internally reflected light by the light receiving unit, The information generating unit generates information about the distance measurement capability using a time period related to saturation of the light receiving unit by the internally reflected light. Ranging device.

2. 2. The distance measuring device according to claim 1, The distance measuring device measures distance by sequentially emitting a plurality of light beams, The information generating unit generates information regarding the distance measurement capability for each emission of light. Ranging device.

3. 3. The distance measuring device according to claim 2, The information generating unit generating information regarding the distance measurement capability for each light emission direction; Generate a rangeability map indicating a distribution of the rangeability information. Ranging device.

4. 4. The distance measuring device according to claim 3, a notification unit that performs notification using information related to the distance measurement capability, The notification unit is Obtaining information indicating a notification target area in the ranging map; In the notification, information regarding the distance measurement capability outside the notification target area is not taken into account. Ranging device.

5. The distance measuring device according to any one of claims 1 to 4, A control unit that performs control using information about the distance measurement capability, The control unit controls at least one of the output intensity of the light source and the multiplication factor of the light receiving unit based on information regarding the distance measurement performance. Ranging device.

6. The distance measuring device according to any one of claims 1 to 4, The information generating unit generates information about the distance measurement capability by using the intensity of the internally reflected light in the light receiving result. Ranging device.

7. The distance measuring device according to any one of claims 1 to 4, The information generating unit identifies an object region corresponding to a region where an attachment is present on the transparent member, using a distribution of the results of receiving the internally reflected light in a plurality of emission directions of the light; Generate information regarding the ranging property based on a position within the object region Ranging device.

8. The distance measuring device according to any one of claims 1 to 4, The information generating unit generates information about the distance measurement capability using a trained model based on machine learning. Ranging device.

9. The distance measuring device according to any one of claims 1 to 4, The information generating unit performs a rule-based determination using the result of receiving the internally reflected light, and generates information regarding the distance measurement capability. Ranging device.

10. 10. The distance measuring device according to claim 9, The information regarding the distance measurement performance is generated using a judgment rule provided for each configuration of the optical system of the distance measurement device. Ranging device.

11. A distance measuring device according to any one of claims 1 to 4, The length of time related to saturation is the length of time during which the light receiving signal exceeds a predetermined reference value in the output waveform of the light receiving unit. Ranging device.

12. A distance measuring device according to any one of claims 1 to 4, The length of time for saturation is The length of time from the point when saturation begins in the output waveform of the light receiving unit to the point when the slope becomes zero for the first time after saturation, or The length of time from the point when saturation begins in the output waveform of the light receiving unit to the earlier of the second zero crossing point after saturation or the first convergence point after saturation. Ranging device.

13. a training data acquisition unit that acquires training data in which a light receiving unit receives internally reflected light including light reflected by the transparent member, the light receiving unit receiving the internally reflected light including light reflected by the transparent member, and information related to the distance measurement performance of the distance measuring device; a model generation unit that performs machine learning using the training data to generate a model in which the result of receiving the internally reflected light is input and information about the distance measurement performance is output, The result of receiving the internally reflected light includes a time period for saturation of the light receiving unit by the internally reflected light. Model generation device.

14. An information generating device that generates information about distance measurement performance of a distance measuring device that emits light output from a light source through a transparent member and detects reflected light from an object, comprising: an information generating unit that generates information about a distance measuring capability of the distance measuring device using a result of reception of the internal reflected light by a light receiving unit that receives at least the internal reflected light including the reflected light reflected by the transparent member; The information generating unit generates information about the distance measurement capability using a time period related to saturation of the light receiving unit by the internally reflected light. Information generation device.

15. 1. An information generating method executed by a computer to generate information about distance measurement performance of a distance measuring device that emits light output from a light source through a transparent member and detects reflected light from an object, comprising: An information generating method that generates information regarding the ranging capability of the ranging device by using the length of time it takes for the light receiving unit to be saturated by the internally reflected light as a result of receiving the internally reflected light by a light receiving unit that receives at least the internally reflected light including the reflected light reflected by the transparent member.

16. A program causing a computer to function as the information generating device according to claim 14.

Images