WO2020258065A1 - Millimeter wave radar-based weather sensing method, millimeter wave radar, and mobile platform - Google Patents
Millimeter wave radar-based weather sensing method, millimeter wave radar, and mobile platform Download PDFInfo
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- WO2020258065A1 WO2020258065A1 PCT/CN2019/092912 CN2019092912W WO2020258065A1 WO 2020258065 A1 WO2020258065 A1 WO 2020258065A1 CN 2019092912 W CN2019092912 W CN 2019092912W WO 2020258065 A1 WO2020258065 A1 WO 2020258065A1
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- G—PHYSICS
- G01—MEASURING; TESTING
- G01S—RADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
- G01S13/00—Systems using the reflection or reradiation of radio waves, e.g. radar systems; Analogous systems using reflection or reradiation of waves whose nature or wavelength is irrelevant or unspecified
- G01S13/88—Radar or analogous systems specially adapted for specific applications
- G01S13/95—Radar or analogous systems specially adapted for specific applications for meteorological use
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- G—PHYSICS
- G01—MEASURING; TESTING
- G01S—RADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
- G01S7/00—Details of systems according to groups G01S13/00, G01S15/00, G01S17/00
- G01S7/02—Details of systems according to groups G01S13/00, G01S15/00, G01S17/00 of systems according to group G01S13/00
- G01S7/41—Details of systems according to groups G01S13/00, G01S15/00, G01S17/00 of systems according to group G01S13/00 using analysis of echo signal for target characterisation; Target signature; Target cross-section
- G01S7/411—Identification of targets based on measurements of radar reflectivity
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- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02A—TECHNOLOGIES FOR ADAPTATION TO CLIMATE CHANGE
- Y02A90/00—Technologies having an indirect contribution to adaptation to climate change
- Y02A90/10—Information and communication technologies [ICT] supporting adaptation to climate change, e.g. for weather forecasting or climate simulation
Definitions
- This application relates to computer technology, and in particular to a method for weather detection of millimeter wave radar, millimeter wave radar and a movable platform.
- the sensor system is a necessary device for realizing assisted driving and automatic driving.
- the sensor in the sensor system can be millimeter wave radar, lidar, ultrasonic radar or camera.
- Weather is an important factor that affects the performance of the sensor system.
- the performance of the sensor system will decrease in abnormal weather such as rain and snow.
- the video or image captured by the camera on a rainy day is due to the presence of rain, so that some objects in the video or image cannot be detected by the sensor system. Therefore, how to determine the current weather state so as to ensure the performance of the sensor system in abnormal weather such as rain and snow is a technical problem to be solved urgently.
- the embodiment of the application provides a method for detecting weather by millimeter wave radar, millimeter wave radar and a movable platform, which can determine the current weather state and improve the working performance of the sensor system in abnormal weather such as rain and snow.
- an embodiment of the present application provides a method for detecting millimeter-wave radar weather.
- the method includes: acquiring global observation information of the surrounding environment, where the global observation information includes at least one of the following: global observation speed, global Observation distance or global observation energy; through the global observation information, determine the characteristic information of the surrounding environment; through the characteristic information, determine the weather state.
- the determining feature information of the surrounding environment through the global observation information includes: acquiring the fast Fourier transform through the global observation information FFT atlas; through the FFT atlas, the characteristic information of the surrounding environment is determined.
- the global observation information includes the global observation speed;
- the determining the characteristic information of the surrounding environment through the FFT map includes: The FFT spectrum is processed to obtain a processed FFT spectrum, and the observation speed corresponding to the processed FFT spectrum is a value within a first preset range; the processed FFT spectrum is used to determine the Characteristic information of the surrounding environment.
- the processing the FFT spectrum to obtain the processed FFT spectrum includes: removing the first part of the FFT spectrum to obtain the processed FFT spectrum
- the value of the observation speed corresponding to the first part is a value outside the first preset range.
- the processing the FFT map to obtain the processed FFT map includes: performing enhancement processing on the FFT map to obtain an enhanced FFT map; The first part of the enhanced FFT spectrum is removed to obtain the processed FFT spectrum, and the value of the observation speed corresponding to the first part is a value outside the first preset range.
- the enhancement processing is binarization processing.
- the preset threshold energy is determined based on a statistical distribution of global observation information energy.
- the preset threshold energy is any energy with an intensity of 8% to 15% in the energy statistical distribution of the global observation information.
- the processing the FFT spectrum to obtain the processed FFT spectrum includes: removing the first part of the FFT spectrum to obtain the first FFT spectrum The value of the observation speed corresponding to the first part is a value outside the first preset range; the first FFT spectrum is enhanced to obtain the processed FFT spectrum.
- the enhancement processing is binarization processing.
- the global observation information includes the global observation energy; the enhancement processing is performed on the first FFT spectrum to obtain a processed FFT spectrum, The method includes: updating the value of the first FFT spectrum greater than a preset threshold energy to a first value, and updating the value of the first FFT spectrum less than the preset threshold energy to a second value to obtain the processed FFT spectrum.
- the global observation information includes the global observation distance; the characteristic information of the surrounding environment is determined through the processed FFT spectrum, The method includes: clustering the data points in the processed FFT spectrum to obtain at least one point cluster; wherein the data points included in the point cluster belong to the same category, and one data point in the FFT spectrum corresponds to the One piece of observation information in the global observation information; acquiring point cluster information of a point cluster in the at least one point cluster, where the point cluster information is characteristic information of the surrounding environment.
- the acquiring first point cluster information of the first point cluster in the at least one point cluster includes: acquiring the location of the first point cluster Corresponding to the difference between the value of the maximum observation distance and the value of the minimum observation distance, the first point cluster information includes the difference.
- the determining the weather state through the characteristic information of the surrounding environment includes: determining if target information exists in the point cluster information The weather state is an abnormal state, and the difference included in the target information is greater than or equal to a preset threshold; if the target information does not exist in the point cluster information, it is determined that the weather state is a normal state.
- the determining characteristic information of the surrounding environment through the global observation information, and determining the weather state through the characteristic information includes: periodicity
- the characteristic information of the surrounding environment corresponding to the corresponding period is determined through the global observation information of the surrounding environment corresponding to the corresponding period
- the weather state corresponding to the corresponding period is determined through the characteristic information of the surrounding environment corresponding to the corresponding period.
- the period for determining the weather state is any value between 1 and 5s.
- the acquiring global observation information of the surrounding environment includes: sampling echo signals corresponding to the surrounding environment to obtain multiple sample data; Fast Fourier Transform FFT is performed on the multiple sample data to obtain the global observation information of the surrounding environment.
- an embodiment of the present application provides a movable platform, including: a millimeter-wave radar for acquiring global observation information of the surrounding environment; wherein the millimeter-wave radar is mounted on the movable platform, and the global observation
- the information includes at least one of the following: global observation speed, global observation distance, or global observation energy;
- a processor which is in communication connection with the millimeter wave radar, and is configured to perform the following operations: determine the status of the surrounding environment through the global observation information Characteristic information; through the characteristic information, the weather state is determined.
- the processor when configured to perform the operation of determining the characteristic information of the surrounding environment through the global observation information, it is specifically configured to:
- the global observation information obtains a fast Fourier transform FFT spectrum; the FFT spectrum is used to determine the characteristic information of the surrounding environment.
- the global observation information includes the global observation speed;
- the processor is configured to perform the determination of the surrounding environment through the FFT atlas During the operation of the characteristic information, it is specifically used to: process the FFT map to obtain a processed FFT map, and the value of the observation speed corresponding to the processed FFT map is a value within the first preset range;
- the processed FFT spectrum determines the characteristic information of the surrounding environment.
- the processor when configured to process the FFT spectrum to obtain the processed FFT spectrum, it is specifically configured to: remove the The first part of the FFT atlas is to obtain the processed FFT atlas, and the value of the observation speed corresponding to the first part is a value outside the first preset range.
- the processor when configured to process the FFT spectrum to obtain the processed FFT spectrum, it is specifically configured to: FFT atlas is enhanced to obtain an enhanced FFT atlas; the first part of the enhanced FFT atlas is removed to obtain the processed FFT atlas, the observation speed corresponding to the first part is taken as the first preset range Outside value.
- the enhancement processing is binarization processing.
- the global observation information includes the global observation energy; the processor is used to perform enhancement processing on the FFT spectrum to obtain an enhanced FFT During the operation of the map, it is specifically used to: update the value of the FFT map greater than the preset threshold energy to the first value, and update the value of the FFT map less than the preset threshold energy to the second value to obtain the Enhanced FFT spectrum.
- the preset threshold energy is determined based on a statistical distribution of global observation information energy.
- the preset threshold energy is any energy with an intensity of 8% to 15% in the energy statistical distribution of the global observation information.
- the processor when configured to process the FFT spectrum to obtain the processed FFT spectrum, it is specifically configured to: remove the The first part of the FFT atlas is to obtain the first FFT atlas.
- the value of the observation speed corresponding to the first part is outside the first preset range; the first FFT atlas is enhanced to obtain the Describe the processed FFT spectrum.
- the enhancement processing is binarization processing.
- the global observation information includes the global observation energy;
- the processor is configured to perform enhancement processing on the first FFT spectrum to obtain During the operation of the processed FFT spectrum, it is specifically used to: update the value of the first FFT spectrum greater than the preset threshold energy to the first value, and update the value of the first FFT spectrum less than the preset threshold energy Is the second value to obtain the processed FFT spectrum.
- the global observation information includes the global observation distance; the processor is configured to execute the processed FFT spectrum to determine the During the operation of the feature information of the surrounding environment, it is specifically used to: cluster the data points in the processed FFT spectrum to obtain at least one point cluster; wherein the data points included in the point cluster belong to the same category, so One data point in the FFT map corresponds to one observation information in the global observation information; acquiring point cluster information of a point cluster in the at least one point cluster, where the point cluster information is characteristic information of the surrounding environment.
- the processor when configured to perform the operation of acquiring the first point cluster information of the first point cluster in the at least one point cluster, specifically It is used to obtain the difference between the maximum observation distance and the minimum observation distance corresponding to the first point cluster, and the first point cluster information includes the difference.
- the processor when configured to perform an operation of determining the weather state through the characteristic information of the surrounding environment, it is specifically configured to: If there is target information in the cluster information, it is determined that the weather state is an abnormal state, and the difference included in the target information is greater than or equal to a preset threshold; if there is no target information in the point cluster information, It is determined that the weather state is a normal state.
- the processor is configured to determine the characteristic information of the surrounding environment through the global observation information, and determine the weather through the characteristic information. During the operation of the state, it is specifically used to periodically determine the characteristic information of the surrounding environment corresponding to the corresponding period through the global observation information of the surrounding environment corresponding to the corresponding period, and to determine the characteristic information of the surrounding environment corresponding to the corresponding period through the corresponding period Information to determine the weather state corresponding to the corresponding period.
- the period for determining the weather state is any value between 1 and 5s.
- the millimeter-wave radar when used to obtain global observation information of the surrounding environment, it is specifically used to: perform an operation on the echo signal corresponding to the surrounding environment. Sampling to obtain multiple sample data; performing fast Fourier transform FFT on the multiple sample data to obtain the global observation information of the surrounding environment.
- an embodiment of the present application provides a millimeter wave radar, including: a memory and a processor; the memory is in communication connection with the processor; the memory is used for storing program commands; the processor is used for When the program command is executed, the method described in any one of claims 1-19 is realized.
- an embodiment of the present application provides a movable platform on which the millimeter wave radar described in the third aspect is mounted.
- an embodiment of the present application provides a computer-readable storage medium, including a program or instruction.
- the program or instruction runs on a computer, the first aspect and any possible manner of the first aspect The method is executed.
- an embodiment of the present invention provides a computer program, when the computer program is executed by a computer, it is used to execute the above-mentioned first aspect and the method described in any possible manner of the first aspect.
- the program may be stored in whole or in part on a storage medium that is packaged with the processor, and may also be stored in part or all in a storage medium that is not packaged with the processor.
- the storage medium is, for example, a memory.
- the characteristic information of the surrounding environment is obtained, and then the weather state is obtained according to the characteristic information of the surrounding environment, and the weather state can be accurately determined, thereby ensuring the sensors in the assisted driving or automatic driving system
- the performance of the system in abnormal weather such as rain and snow.
- Figure 1 is a schematic diagram of an application scenario provided by an embodiment of the application
- FIG. 2 is a flowchart of a method for detecting weather by millimeter wave radar provided by an embodiment of the application;
- Fig. 3 is a schematic diagram of an FFT spectrum corresponding to weather in a normal state
- Fig. 4 is a schematic diagram of an FFT spectrum corresponding to weather in an abnormal state
- Fig. 5 is a schematic diagram of the FFT spectrum shown in Fig. 3 after enhancement processing
- Fig. 6 is a schematic diagram of the FFT spectrum shown in Fig. 4 after enhancement processing
- FIG. 7 is a schematic diagram after cropping the enhanced FFT spectrum shown in FIG. 5;
- Figure 8 is a schematic diagram of the enhanced FFT spectrum shown in Figure 6 after cropping
- FIG. 9 is a schematic structural diagram of a millimeter wave radar provided by an embodiment of the application.
- FIG. 10 is a schematic structural diagram of another movable platform provided by an embodiment of the application.
- FIG. 1 is a schematic diagram of an application scenario provided by an embodiment of the application.
- one or more millimeter wave radars 12 are mounted on a movable platform 11.
- the millimeter-wave radar 12 installed in the front of the vehicle can be used to detect the situation in front of the vehicle and realize functions such as car following and early warning. Car instructions and other functions.
- the millimeter wave radar 12 is used to obtain the global observation information of the surrounding environment.
- the global observation information refers to the observation information in the entire range that the millimeter wave radar 12 can detect, and does not directly refer to the observation of all environments around the vehicle Information; if the detection range of the millimeter-wave radar 12 can cover all environments around the vehicle, the global observation information can also be observation information of all environments around the vehicle.
- the movable platform may be a vehicle.
- the millimeter wave radar obtains the global observation information of the surrounding environment, the movable platform may be in a stationary state or in a moving state, which is not limited in the embodiment of the present application.
- the millimeter wave radar can specifically be a frequency modulated continuous wave (FMCW) millimeter wave radar, that is, a millimeter wave radar that transmits signals of continuously changing frequency waveforms to the outside and measures the relationship between the transmitted signal and the echo signal. .
- FMCW frequency modulated continuous wave
- Fig. 2 is a flowchart of a method for detecting millimeter-wave radar weather according to an embodiment of the application. Referring to Fig. 2, the method of this embodiment includes:
- Step S101 Obtain global observation information of the surrounding environment, where the global observation information includes at least one of the following: global observation speed, global observation distance, or global observation energy.
- the global observation information of the surrounding environment acquired in this embodiment is the global observation information of the surrounding environment collected by the millimeter wave radar. It can be understood that the surrounding environment in this embodiment may be the surrounding environment within the detection range of the millimeter wave radar.
- obtaining global observation information of the surrounding environment includes: sampling the echo signal corresponding to the surrounding environment to obtain multiple sampled data; performing fast Fourier transform (FFT) on the multiple sampled data ) To get the global observation information of the surrounding environment.
- FFT fast Fourier transform
- two-dimensional FFT processing can be performed on the transmitted signal and the echo signal to obtain a two-dimensional FFT spectrum.
- the two directions in the two-dimensional FFT spectrum represent the observation speed and the observation distance, and each The color depth of each unit represents the observed energy.
- the global observation information of the surrounding environment may be the information of all processed two-dimensional FFT spectra within the entire detection range of the millimeter wave radar.
- the echo signal corresponding to the surrounding environment is the echo signal generated by the reflection of the millimeter wave by the objects in the surrounding environment; the multiple sampling data may be AD sampling data.
- the global observation speed can include the observation speed of objects in the surrounding environment.
- the observation speed of an object in the surrounding environment is the speed of the object relative to the millimeter wave radar. Since there is at least one area that reflects millimeter waves on an object in the surrounding environment, each area that reflects millimeter waves corresponds to an observation speed (that is, the speed of the area relative to the millimeter wave radar). Therefore, an area of the surrounding environment
- the object corresponds to one or more observation speeds. Specifically, it is related to the resolution of the millimeter-wave radar. When the resolution of the millimeter-wave radar is high, there may be more reflection areas on an object, resulting in more observation speed results.
- the global observation distance may include the observation distance of each object in the surrounding environment, and the observation distance of the object in the surrounding environment is the distance between the object and the millimeter wave radar. Since there is at least one area that reflects millimeter waves on an object in the surrounding environment, each area that reflects millimeter waves corresponds to an observation distance (that is, the distance between the area and the millimeter wave radar). Therefore, the surrounding environment An object corresponds to one or more observation distances. Specifically, it is related to the resolution of the millimeter-wave radar. When the resolution of the millimeter-wave radar is high, there may be more reflection areas on an object, resulting in more observation distance results.
- the global observation energy may include the observation energy of each object in the surrounding environment, and the observation energy of the object in the surrounding environment is the reflection intensity of the object to the millimeter wave. Since there is at least one area that reflects millimeter waves on an object in the surrounding environment, each area that reflects millimeter waves corresponds to an observation energy (that is, the reflection intensity of the area to millimeter waves). Therefore, an object in the surrounding environment Corresponds to one or more observation energies. Specifically, it is related to the resolution of the millimeter-wave radar. When the resolution of the millimeter-wave radar is high, there may be more reflection areas on an object, so there are more observation energy results.
- Step S102 Determine characteristic information of the surrounding environment through the global observation information of the surrounding environment.
- the characteristic information of the surrounding environment may be the characteristic part of the two-dimensional FFT spectrum information in the entire two-dimensional FFT spectrum, or the characteristic part of the target point information in the entire two-dimensional FFT spectrum.
- the characteristic information of the surrounding environment can be determined by the following a1 ⁇ a2:
- the two-dimensional FFT spectrum can be obtained through the global observation information of the surrounding environment.
- the two directions in the two-dimensional FFT spectrum represent the observation speed respectively The distance to the observation, and the color depth of each cell represents the observation energy.
- the observation distance corresponding to area a on object A in the surrounding environment is S
- the observation speed corresponding to area a is V
- the color depth at the data point on the FFT spectrum determined by S and V is the observation corresponding to area a
- the energy is certain.
- Fig. 3 is a schematic diagram of an FFT spectrum corresponding to weather in a normal state.
- Normal weather means that there is no solid fluid corresponding to the weather in the surrounding environment, such as sunny, cloudy, and cloudy days.
- millimeter wave radar In normal weather, there are some discrete objects in the surrounding environment of millimeter wave radar, such as some moving vehicles. According to the observation speed, observation distance and observation energy of these discrete objects, there will be some discrete point clusters on the FFT graph, as shown in Figure 3 (for ease of understanding, some of the discrete point clusters Circled in Figure 3).
- the horizontal horizontal line 31 in Fig. 3 is the reference line where the radar relative to the ground speed is zero. If under normal weather conditions, the radar moves relative to the ground when the radar collects data, then the baseline of the radar relative to the ground with a speed of 0 will shift downward or upward from the center of the FFT spectrum. The horizontal line 31 in FIG. 3 is not located in the center of the FFT spectrum, indicating that the radar is moving.
- the radar moves in the forward direction (when it is on), it is defined that the speed above the baseline of the radar relative to the ground speed of 0 is a positive value, then the radar will move downward relative to the baseline of the ground speed of 0; If the radar moves in the reverse direction (open backwards), the speed above the base line where the radar relative to the ground speed is 0 is defined as a positive value, and the radar relative to the base line where the ground speed is 0 will move upward.
- Fig. 4 is a schematic diagram of an FFT spectrum corresponding to an abnormal weather.
- Abnormal weather refers to the existence of solid fluids corresponding to the weather in the surrounding environment, such as rain or snow, rain or snow, hail or sandstorm. Take rainy days as an example. In rainy days, there are a lot of raindrops in the surrounding environment of millimeter wave radar, and these raindrops are often continuous. According to the observation speed, observation distance and observation energy of these continuous raindrops, there will be some continuously distributed point clusters on the FFT map, as shown in Figure 4 (for ease of understanding, the continuous distribution of point clusters are circled in Figure 4 ).
- the horizontal line 41 in FIG. 4 is a reference line with respect to the ground speed of 0.
- the horizontal line 41 is at the central horizontal position of the FFT spectrum, indicating that FIG. 4 shows the corresponding FFT spectrum when the radar is at a standstill under abnormal weather.
- the FFT spectrum characteristics of the normal weather and the FFT spectrum characteristics of the abnormal weather are very different. That is to say, the characteristics of the surrounding environment are different, and the characteristics of the corresponding FFT spectrum are different. Therefore, the characteristic information of the surrounding environment can be determined according to the FFT spectrum.
- the FFT spectrum here is the FFT spectrum obtained in step a1.
- the determination of the first preset range may be determined according to the velocity of the fluid corresponding to the weather to be detected.
- the speed of the fluid corresponding to the weather is relatively small relative to the speed of the millimeter wave radar.
- the absolute value of the maximum observation speed corresponding to the first preset range Can be relatively small.
- the weather with the above characteristics may be rainy, snowy, or sleet weather, for example. At this time, there may be a zero observation speed in the first preset range.
- the velocity of the fluid corresponding to the weather is relatively large relative to the velocity of the millimeter wave radar.
- the absolute value of the maximum observation velocity corresponding to the first preset range is The absolute value of the value can be relatively large.
- the weather having the above characteristics may be sandstorm weather, for example. At this time, there may or may not be zero observation speed in the first preset range.
- the determination of the first preset range can be determined according to the velocity of the fluid corresponding to the weather to be detected, that is, the first preset range is determined according to the characteristics of the surrounding environment, so the characteristic information in the surrounding environment is The corresponding observation speed in the FFT spectrum is part of the FFT spectrum information with values within the first preset range.
- the FFT spectrum is processed so that the observation speed corresponding to the processed FFT spectrum is a value within the first preset range.
- the range of the observation speed corresponding to the processed FFT spectrum may also be the same as the range of the observation speed corresponding to the FFT spectrum obtained in step a1.
- the processing of the FFT spectrum to obtain the processed FFT spectrum can be implemented through but not limited to the following three implementation manners.
- processing the FFT spectrum to obtain the processed FFT spectrum including:
- the value of the observation speed corresponding to the first part is a value outside the first preset range.
- the part of the FFT spectrum that corresponds to the observation speed value outside the first preset range is cut out, and the processed FFT spectrum is obtained, and the observation speed value corresponding to the processed FFT spectrum is the first A value within the preset range.
- the second implementation mode processing the FFT spectrum to obtain the processed FFT spectrum, including:
- the enhancement processing performed on the FFT spectrum may be binarization processing.
- Perform enhancement processing on the FFT spectrum to obtain an enhanced FFT spectrum which can be specifically: update the value of the FFT spectrum greater than or equal to the preset threshold energy to the first value, and update the value of the FFT spectrum less than the preset threshold energy to the second value Value to get the enhanced FFT spectrum.
- the first value can be 1
- the second value can be 0.
- the preset threshold energy is determined based on the observation energy statistical distribution in the global observation information.
- the preset threshold energy is any energy whose intensity lies at 8% to 15% in the statistical distribution of observation energy in the global observation information energy.
- Enhancement processing of the FFT spectrum can make the comparison between the regions with larger observation energy and the corresponding regions with lower observation energy in the FFT spectrum more obvious, which can make the corresponding regions with larger observation energy in the FFT spectrum appear more clearly.
- the observation energy corresponding to raindrops or snow blocks in abnormal weather such as rain and snow is generally larger, after the FFT spectrum is enhanced, the characteristics of the FFT spectrum of abnormal weather such as rain and snow can be more obvious. Improve the accuracy of determining weather conditions.
- FIG. 5 is a schematic diagram of the FFT spectrum shown in FIG. 3 after the enhancement processing
- FIG. 6 is a schematic diagram of the FFT spectrum shown in FIG. 4 after the enhancement processing.
- the observation speed corresponding to the first part is a value outside the first preset range.
- the part where the value of the observation speed corresponding to the enhanced FFT spectrum is outside the first preset range is cropped to obtain the processed FFT spectrum, and the value of the observation speed corresponding to the processed FFT spectrum is the first A value within a preset range.
- FIG. 7 is a schematic diagram of the enhanced FFT spectrum shown in FIG. 5 after clipping
- FIG. 8 is a schematic diagram of the enhanced FFT spectrum shown in FIG. 6 after clipping.
- the third implementation mode processing the FFT spectrum to obtain the processed FFT spectrum, including:
- the enhancement processing performed on the first FFT spectrum may be binarization processing.
- the process of performing enhancement processing on the first FFT spectrum to obtain the enhanced FFT spectrum can refer to the process of performing enhancement processing on the FFT spectrum in d1 to obtain the process of obtaining the enhanced FFT spectrum, which will not be repeated here.
- the characteristic information of the surrounding environment is determined through the processed FFT spectrum, including:
- b22 Obtain point cluster information of a point cluster in at least one point cluster, where the point cluster information is characteristic information of the surrounding environment.
- the point cluster information is the characteristic partial target point information in the FFT spectrum obtained above or the characteristic partial FFT spectrum information in the FFT spectrum obtained above, that is, the characteristic information of the surrounding environment.
- obtaining the first point cluster information of the first point cluster in the at least one point cluster includes: obtaining the difference between the value of the maximum observation distance and the value of the minimum observation distance corresponding to the first point cluster.
- One point of cluster information includes the difference.
- Step S103 Determine the weather state through the feature information of the surrounding environment.
- the weather state can be determined through the characteristic information of the surrounding environment.
- the weather state is determined through the characteristic information of the surrounding environment, including:
- the point cluster information of a point cluster includes the difference between the maximum observation distance and the minimum observation distance corresponding to the data points included in the point cluster. If the difference is greater than or equal to the preset threshold, then The difference is the target information.
- the target information is included in the point cluster information in which one point cluster exists in at least one point cluster, it can be determined that the weather state is an abnormal state.
- the feature information of the surrounding environment is obtained through the global observation information of the surrounding environment, and then the weather state is obtained according to the feature information of the surrounding environment, which can accurately determine the weather state and is simple and easy to implement.
- the constant false alarm rate (CFAR) detection threshold and method can be adjusted according to the abnormal weather state, so that the detection threshold and method can be adapted to the non-normal weather state.
- Normal weather ensures the reliability of target recognition under abnormal weather; it can also be used to adjust the tracking birth and death threshold to adapt the tracking birth and death threshold to abnormal
- the state of the weather ensures the reliability of target tracking under abnormal weather; it can also be used to adjust the weight of the detection results of multiple sensors in the fusion when there are multiple sensors, so that multiple sensors The weight of the detection results in the fusion is adapted to the abnormal weather, ensuring the reliability of the detection target.
- the fusion weight of the vision sensor or lidar in the sensor system can be reduced to increase the fusion weight of the millimeter wave radar, so that the millimeter wave radar can be better used in abnormal weather.
- the stability reduce the influence of the interference of the vision sensor or lidar under abnormal weather on the sensor fusion.
- accurately determining weather conditions can ensure the performance of sensor systems in systems such as assisted driving or automatic driving under abnormal weather such as rain and snow.
- the feature information of the surrounding environment is determined through global observation information, and the weather status can be determined through the feature information of the surrounding environment, which may include: periodically passing the corresponding period
- the global observation information of the surrounding environment determines the characteristic information of the surrounding environment corresponding to the corresponding period, and determines the weather state corresponding to the corresponding period through the characteristic information of the surrounding environment corresponding to the corresponding period.
- the weather state is determined once every preset time period, and the preset time period is the period for determining the weather state.
- the period for determining the weather state can be any value between 1 and 5s.
- the method of this embodiment can accurately determine the weather state, and is simple and easy to implement, thereby ensuring the working performance of the sensor system in systems such as assisted driving or automatic driving under abnormal weather such as rain and snow.
- Fig. 9 is a schematic structural diagram of a millimeter wave radar provided by an embodiment of the application.
- the millimeter wave radar includes a processor 91 and a memory 92.
- the memory 92 stores instructions, and the processor 91 is configured to Call the instruction to perform the following operations: obtain global observation information of the surrounding environment; the global observation information includes at least one of the following: global observation speed, global observation distance, or global observation energy; The feature information of the surrounding environment; through the feature information, the weather state is determined.
- the processor 91 when configured to perform the operation of determining the characteristic information of the surrounding environment through the global observation information, it is specifically configured to: acquire the fast Fourier transform FFT spectrum through the global observation information ; Through the FFT spectrum, determine the characteristic information of the surrounding environment.
- the global observation information includes the global observation speed; when the processor 91 is configured to perform the operation of determining the characteristic information of the surrounding environment through the FFT map, it is specifically configured to: Processing to obtain a processed FFT spectrum, the value of the observation speed corresponding to the processed FFT spectrum is a value within a first preset range; the characteristics of the surrounding environment are determined through the processed FFT spectrum information.
- the processor 91 when configured to process the FFT spectrum to obtain the processed FFT spectrum, it is specifically configured to: remove the first part of the FFT spectrum to obtain the processed FFT spectrum.
- the value of the observation speed corresponding to the first part is a value outside the first preset range.
- the processor 91 when configured to perform the operation of processing the FFT spectrum to obtain the processed FFT spectrum, it is specifically configured to: perform enhancement processing on the FFT spectrum to obtain an enhanced FFT spectrum; The first part of the enhanced FFT spectrum is used to obtain the processed FFT spectrum, and the value of the observation speed corresponding to the first part is a value outside the first preset range.
- the enhancement processing is binarization processing.
- the global observation information includes the global observation energy; when the processor 91 is configured to perform enhancement processing on the FFT spectrum to obtain an enhanced FFT spectrum, it is specifically configured to: The value of the spectrum greater than the preset threshold energy is updated to the first value, and the value of the FFT spectrum less than the preset threshold energy is updated to the second value to obtain the enhanced FFT spectrum.
- the preset threshold energy is determined based on a statistical distribution of global observation information energy.
- the preset threshold energy is any energy whose intensity lies at 8% to 15% in the energy statistical distribution of the global observation information.
- the processor 91 when configured to perform the operation of processing the FFT spectrum to obtain the processed FFT spectrum, it is specifically configured to: remove the first part of the FFT spectrum to obtain the first FFT spectrum, so The value of the observation speed corresponding to the first part is a value outside the first preset range; enhancement processing is performed on the first FFT spectrum to obtain the processed FFT spectrum.
- the enhancement processing is binarization processing.
- the global observation information includes the global observation energy; when the processor 91 is configured to perform an enhancement process on the first FFT spectrum to obtain a processed FFT spectrum, it is specifically configured to: The value of the first FFT spectrum greater than the preset threshold energy is updated to the first value, and the value of the first FFT spectrum less than the preset threshold energy is updated to the second value to obtain the processed FFT spectrum .
- the global observation information includes the global observation distance; when the processor 91 is configured to perform the operation of determining the characteristic information of the surrounding environment through the processed FFT spectrum, it is specifically configured to: Clustering the data points in the processed FFT spectrum to obtain at least one point cluster; wherein the data points included in the point cluster belong to the same category, and one data point in the FFT spectrum corresponds to the global observation Observation information in the information; acquiring point cluster information of a point cluster in the at least one point cluster, where the point cluster information is characteristic information of the surrounding environment.
- the processor 91 when configured to perform the operation of acquiring the first point cluster information of the first point cluster in the at least one point cluster, it is specifically configured to: acquire the information corresponding to the first point cluster.
- the difference between the value of the maximum observation distance and the value of the minimum observation distance, and the first point cluster information includes the difference.
- the processor 91 when configured to perform the operation of determining the weather state through the feature information of the surrounding environment, it is specifically configured to determine that the point cluster information includes target information.
- the weather state is an abnormal state, and the difference included in the target information is greater than or equal to a preset threshold; in the case that there is no target information in the point cluster information, it is determined that the weather state is a normal state.
- the processor 91 when configured to perform the operation of determining the characteristic information of the surrounding environment through the global observation information, and determining the weather state through the characteristic information, it is specifically configured to: periodically pass The global observation information of the surrounding environment corresponding to the corresponding period determines the characteristic information of the surrounding environment corresponding to the corresponding period, and the weather state corresponding to the corresponding period is determined through the characteristic information of the surrounding environment corresponding to the corresponding period.
- the period for determining the weather state is any value between 1 and 5s.
- the processor 91 when used to obtain global observation information of the surrounding environment, it is specifically configured to: sample the echo signal corresponding to the surrounding environment to obtain a plurality of sampling data; The data is subjected to fast Fourier transform FFT to obtain the global observation information of the surrounding environment.
- the millimeter wave radar of this embodiment can be used to implement the technical solutions in the foregoing method embodiments, and its implementation principles and technical effects are similar, and will not be repeated here.
- the embodiment of the present application also provides a movable platform on which the millimeter wave radar in the embodiment shown in FIG. 9 is mounted.
- FIG. 10 is a schematic structural diagram of another movable platform provided by an embodiment of the application.
- the movable platform includes: a millimeter wave radar 101, which is used to obtain global observation information of the surrounding environment;
- the wave radar is mounted on the movable platform, and the global observation information includes at least one of the following: a global observation speed, a global observation distance, or a global observation energy;
- a processor 102 which is communicatively connected with the millimeter wave radar, is configured to perform the following Operation: determine the characteristic information of the surrounding environment through the global observation information; determine the weather state through the characteristic information.
- the processor 102 when configured to perform the operation of determining the characteristic information of the surrounding environment through the global observation information, it is specifically configured to: acquire the fast Fourier transform FFT spectrum through the global observation information ; Through the FFT spectrum, determine the characteristic information of the surrounding environment.
- the global observation information includes the global observation speed; when the processor 102 is configured to perform the operation of determining the characteristic information of the surrounding environment through the FFT map, it is specifically configured to: FFT spectrum processing to obtain a processed FFT spectrum, the value of the observation speed corresponding to the processed FFT spectrum is a value within a first preset range; the surrounding environment is determined through the processed FFT spectrum Characteristic information.
- the processor 102 when configured to perform an operation of processing the FFT spectrum to obtain a processed FFT spectrum, it is specifically configured to remove the first part of the FFT spectrum to obtain the processed FFT spectrum.
- the value of the observation speed corresponding to the first part is a value outside the first preset range.
- the processor 102 when configured to perform an operation of processing the FFT spectrum to obtain a processed FFT spectrum, it is specifically configured to: perform enhancement processing on the FFT spectrum to obtain an enhanced FFT spectrum; The first part of the enhanced FFT spectrum is used to obtain the processed FFT spectrum, and the value of the observation speed corresponding to the first part is a value outside the first preset range.
- the enhancement processing is binarization processing.
- the global observation information includes the global observation energy; when the processor 102 is configured to perform enhancement processing on the FFT spectrum to obtain an enhanced FFT spectrum, it is specifically configured to: The value of the spectrum greater than the preset threshold energy is updated to the first value, and the value of the FFT spectrum less than the preset threshold energy is updated to the second value to obtain the enhanced FFT spectrum.
- the preset threshold energy is determined based on a statistical distribution of global observation information energy.
- the preset threshold energy is any energy whose intensity lies at 8% to 15% in the energy statistical distribution of the global observation information.
- the processor 102 when configured to perform the operation of processing the FFT spectrum to obtain the processed FFT spectrum, it is specifically configured to: remove the first part of the FFT spectrum to obtain the first FFT spectrum, so The value of the observation speed corresponding to the first part is a value outside the first preset range; enhancement processing is performed on the first FFT spectrum to obtain the processed FFT spectrum.
- the enhancement processing is binarization processing.
- the global observation information includes the global observation energy; when the processor 102 is configured to perform enhancement processing on the first FFT map to obtain a processed FFT map, it is specifically configured to: The value of the first FFT spectrum greater than the preset threshold energy is updated to the first value, and the value of the first FFT spectrum less than the preset threshold energy is updated to the second value to obtain the processed FFT spectrum .
- the global observation information includes the global observation distance; when the processor 102 is configured to perform the operation of determining the characteristic information of the surrounding environment through the processed FFT spectrum, it is specifically configured to: Clustering the data points in the processed FFT spectrum to obtain at least one point cluster; wherein the data points included in the point cluster belong to the same category, and one data point in the FFT spectrum corresponds to the global observation Observation information in the information; acquiring point cluster information of a point cluster in the at least one point cluster, where the point cluster information is characteristic information of the surrounding environment.
- the processor 102 when configured to perform the operation of acquiring the first point cluster information of the first point cluster in the at least one point cluster, it is specifically configured to: acquire the information corresponding to the first point cluster.
- the difference between the value of the maximum observation distance and the value of the minimum observation distance, and the first point cluster information includes the difference.
- the processor 102 when configured to perform the operation of determining the weather state through the feature information of the surrounding environment, it is specifically configured to: determine the target information in the point cluster information The weather state is an abnormal state, and the difference included in the target information is greater than or equal to a preset threshold; in the case that there is no target information in the point cluster information, it is determined that the weather state is a normal state.
- the processor 102 when configured to perform the operation of determining the characteristic information of the surrounding environment through the global observation information, and determining the weather state through the characteristic information, it is specifically configured to: periodically pass The global observation information of the surrounding environment corresponding to the corresponding period determines the characteristic information of the surrounding environment corresponding to the corresponding period, and the weather state corresponding to the corresponding period is determined through the characteristic information of the surrounding environment corresponding to the corresponding period.
- the period for determining the weather state is any value between 1 and 5s.
- the millimeter wave radar when used to obtain global observation information of the surrounding environment, it is specifically used to: sample the echo signal corresponding to the surrounding environment to obtain multiple sample data; The data is subjected to fast Fourier transform FFT to obtain the global observation information of the surrounding environment.
- the movable platform of this embodiment can be used to implement the technical solutions in the foregoing method embodiments, and its implementation principles and technical effects are similar, and will not be repeated here.
- a person of ordinary skill in the art can understand that all or part of the steps in the foregoing method embodiments can be implemented by a program instructing relevant hardware.
- the aforementioned program can be stored in a computer readable storage medium. When the program is executed, it executes the steps including the foregoing method embodiments; and the foregoing storage medium includes: ROM, RAM, magnetic disk, or optical disk and other media that can store program codes.
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Abstract
A millimeter wave radar (12, 101)-based weather sensing method, a millimeter wave radar (12, 101), and a mobile platform (11). Said method comprises: acquiring global observation information of a surrounding environment, the global observation information including at least one of the following: a global observation speed, a global observation distance, and global observation energy (S101); determining feature information of the surrounding environment by means of the global observation information (S102); and determining a weather state by means of the feature information of the surrounding environment (S103). The present invention can accurately determine a weather state, improving the working performance of a sensor system in abnormal weather such as rain or snow.
Description
本申请涉及计算机技术,尤其涉及一种毫米波雷达天气检测的方法、毫米波雷达和可移动平台。This application relates to computer technology, and in particular to a method for weather detection of millimeter wave radar, millimeter wave radar and a movable platform.
近年来,辅助驾驶、自动驾驶成为汽车行业的研究的热点。传感器系统是实现辅助驾驶与自动驾驶的必要器件,其中,传感器系统中的传感器可为毫米波雷达、激光雷达、超声波雷达或摄像头。In recent years, assisted driving and autonomous driving have become research hotspots in the automotive industry. The sensor system is a necessary device for realizing assisted driving and automatic driving. Among them, the sensor in the sensor system can be millimeter wave radar, lidar, ultrasonic radar or camera.
天气为影响传感器系统性能的重要因素,其中,在雨雪等非正常天气下,传感器系统的性能会降低。比如摄像头在雨天所拍摄的视频或图像由于雨的存在,使得该视频或图像中的部分物体无法被传感器系统检测出来。因此,如何确定当前的天气状态,从而保证传感器系统在雨雪等非正常天气下的工作性能是亟待解决的技术问题。Weather is an important factor that affects the performance of the sensor system. Among them, the performance of the sensor system will decrease in abnormal weather such as rain and snow. For example, the video or image captured by the camera on a rainy day is due to the presence of rain, so that some objects in the video or image cannot be detected by the sensor system. Therefore, how to determine the current weather state so as to ensure the performance of the sensor system in abnormal weather such as rain and snow is a technical problem to be solved urgently.
发明内容Summary of the invention
本申请实施例提供一种毫米波雷达天气检测的方法、毫米波雷达和可移动平台,可以确定当前的天气状态,提高传感器系统在雨雪等非正常天气下的工作性能。The embodiment of the application provides a method for detecting weather by millimeter wave radar, millimeter wave radar and a movable platform, which can determine the current weather state and improve the working performance of the sensor system in abnormal weather such as rain and snow.
第一方面,本申请实施例提供一种毫米波雷达天气检测的方法,所述方法包括:获取周围环境的全局观测信息,其中,所述全局观测信息包括如下至少一项:全局观测速度、全局观测距离或全局观测能量;通过所述全局观测信息,确定所述周围环境的特征信息;通过所述特征信息,确定天气状态。In a first aspect, an embodiment of the present application provides a method for detecting millimeter-wave radar weather. The method includes: acquiring global observation information of the surrounding environment, where the global observation information includes at least one of the following: global observation speed, global Observation distance or global observation energy; through the global observation information, determine the characteristic information of the surrounding environment; through the characteristic information, determine the weather state.
结合第一方面,在第一方面的一种可能的实现方式中,所述通过所述全局观测信息,确定所述周围环境的特征信息,包括:通过所述全局观测信息,获取快速傅氏变换FFT图谱;通过所述FFT图谱,确定所述周围环境的特征信息。With reference to the first aspect, in a possible implementation of the first aspect, the determining feature information of the surrounding environment through the global observation information includes: acquiring the fast Fourier transform through the global observation information FFT atlas; through the FFT atlas, the characteristic information of the surrounding environment is determined.
结合第一方面,在第一方面的一种可能的实现方式中,所述全局观测信息包括所述全局观测速度;所述通过所述FFT图谱,确定所述周围环境的特征信息,包括:对所述FFT图谱处理,得到处理后的FFT图谱,所述处理后的FFT图谱所对应的观测速度的取值为第一预设范围内的值;通过所述处理后的FFT图谱,确定所述周围环境的特征信息。With reference to the first aspect, in a possible implementation of the first aspect, the global observation information includes the global observation speed; the determining the characteristic information of the surrounding environment through the FFT map includes: The FFT spectrum is processed to obtain a processed FFT spectrum, and the observation speed corresponding to the processed FFT spectrum is a value within a first preset range; the processed FFT spectrum is used to determine the Characteristic information of the surrounding environment.
结合第一方面,在第一方面的一种可能的实现方式中,所述第一预设范围内存在零观测速度。With reference to the first aspect, in a possible implementation of the first aspect, there is a zero observation speed in the first preset range.
结合第一方面,在第一方面的一种可能的实现方式中,所述对所述FFT图谱处理,得到处理后的FFT图谱,包括:去除所述FFT图谱的第一部分,得到所述处理后的FFT图谱,所述第一部分所对应的观测速度的取值为所述第一预设范围之外的值。With reference to the first aspect, in a possible implementation of the first aspect, the processing the FFT spectrum to obtain the processed FFT spectrum includes: removing the first part of the FFT spectrum to obtain the processed FFT spectrum The value of the observation speed corresponding to the first part is a value outside the first preset range.
结合第一方面,在第一方面的一种可能的实现方式中,所述对所述FFT图谱处理,得到处理后的FFT图谱,包括:对所述FFT图谱进行增强处理,得到增强FFT图谱;去除所述增强FFT图谱的第一部分,得到所述处理后的FFT图谱,所述第一部分所对应的观测速度的取值为所述第一预设范围之外的值。With reference to the first aspect, in a possible implementation manner of the first aspect, the processing the FFT map to obtain the processed FFT map includes: performing enhancement processing on the FFT map to obtain an enhanced FFT map; The first part of the enhanced FFT spectrum is removed to obtain the processed FFT spectrum, and the value of the observation speed corresponding to the first part is a value outside the first preset range.
结合第一方面,在第一方面的一种可能的实现方式中,所述增强处理为二值化处理。With reference to the first aspect, in a possible implementation manner of the first aspect, the enhancement processing is binarization processing.
结合第一方面,在第一方面的一种可能的实现方式中,所述全局观测信息包括所述全局观测能量;对所述FFT图谱进行增强处理,得到增强FFT图谱,包括:将所述FFT图谱大于预设门限能量的取值更新为第一值,将所述FFT图谱小于预设门限能量的取值更新为第二值,得到所述增强FFT图谱。With reference to the first aspect, in a possible implementation of the first aspect, the global observation information includes the global observation energy; performing enhancement processing on the FFT map to obtain an enhanced FFT map includes: The value of the spectrum greater than the preset threshold energy is updated to the first value, and the value of the FFT spectrum less than the preset threshold energy is updated to the second value to obtain the enhanced FFT spectrum.
结合第一方面,在第一方面的一种可能的实现方式中,所述预设门限能量基于全局观测信息能量统计分布确定。With reference to the first aspect, in a possible implementation of the first aspect, the preset threshold energy is determined based on a statistical distribution of global observation information energy.
结合第一方面,在第一方面的一种可能的实现方式中,所述预设门限能量为全局观测信息能量统计分布中强度处于8%~15%处的任一能量。With reference to the first aspect, in a possible implementation of the first aspect, the preset threshold energy is any energy with an intensity of 8% to 15% in the energy statistical distribution of the global observation information.
结合第一方面,在第一方面的一种可能的实现方式中,所述对所述FFT图谱处理,得到处理后的FFT图谱,包括:去除所述FFT图谱的第一部分,得到第一FFT图谱,所述第一部分所对应的观测速度的取值为所述第一预设范围之外的值;对所述第一FFT图谱进行增强处理,得到所述处理后的FFT 图谱。With reference to the first aspect, in a possible implementation manner of the first aspect, the processing the FFT spectrum to obtain the processed FFT spectrum includes: removing the first part of the FFT spectrum to obtain the first FFT spectrum The value of the observation speed corresponding to the first part is a value outside the first preset range; the first FFT spectrum is enhanced to obtain the processed FFT spectrum.
结合第一方面,在第一方面的一种可能的实现方式中,所述增强处理为二值化处理。With reference to the first aspect, in a possible implementation manner of the first aspect, the enhancement processing is binarization processing.
结合第一方面,在第一方面的一种可能的实现方式中,所述全局观测信息包括所述全局观测能量;所述对所述第一FFT图谱进行增强处理,得到处理后的FFT图谱,包括:将所述第一FFT图谱大于预设门限能量的取值更新为第一值,将所述第一FFT图谱小于预设门限能量的取值更新为第二值,得到所述处理后的FFT图谱。With reference to the first aspect, in a possible implementation of the first aspect, the global observation information includes the global observation energy; the enhancement processing is performed on the first FFT spectrum to obtain a processed FFT spectrum, The method includes: updating the value of the first FFT spectrum greater than a preset threshold energy to a first value, and updating the value of the first FFT spectrum less than the preset threshold energy to a second value to obtain the processed FFT spectrum.
结合第一方面,在第一方面的一种可能的实现方式中,所述全局观测信息包括所述全局观测距离;所述通过所述处理后的FFT图谱,确定所述周围环境的特征信息,包括:对所述处理后的FFT图谱中的数据点进行聚类,得到至少一个点簇;其中,所述点簇包括的数据点属于同一类,所述FFT图谱中的一个数据点对应所述全局观测信息中的一个观测信息;获取所述至少一个点簇中的点簇的点簇信息,所述点簇信息为周围环境的特征信息。With reference to the first aspect, in a possible implementation of the first aspect, the global observation information includes the global observation distance; the characteristic information of the surrounding environment is determined through the processed FFT spectrum, The method includes: clustering the data points in the processed FFT spectrum to obtain at least one point cluster; wherein the data points included in the point cluster belong to the same category, and one data point in the FFT spectrum corresponds to the One piece of observation information in the global observation information; acquiring point cluster information of a point cluster in the at least one point cluster, where the point cluster information is characteristic information of the surrounding environment.
结合第一方面,在第一方面的一种可能的实现方式中,所述获取所述至少一个点簇中的第一点簇的第一点簇信息,包括:获取所述第一点簇所对应的最大观测距离的取值和最小观测距离的取值之间的差值,所述第一点簇信息包括所述差值。With reference to the first aspect, in a possible implementation manner of the first aspect, the acquiring first point cluster information of the first point cluster in the at least one point cluster includes: acquiring the location of the first point cluster Corresponding to the difference between the value of the maximum observation distance and the value of the minimum observation distance, the first point cluster information includes the difference.
结合第一方面,在第一方面的一种可能的实现方式中,所述通过所述周围环境的特征信息,确定天气状态,包括:在所述点簇信息中存在目标信息的情况下,确定所述天气状态为非正常状态,所述目标信息包括的差值大于或等于预设阈值;在所述点簇信息中不存在目标信息的情况下,确定所述天气状态为正常状态。With reference to the first aspect, in a possible implementation manner of the first aspect, the determining the weather state through the characteristic information of the surrounding environment includes: determining if target information exists in the point cluster information The weather state is an abnormal state, and the difference included in the target information is greater than or equal to a preset threshold; if the target information does not exist in the point cluster information, it is determined that the weather state is a normal state.
结合第一方面,在第一方面的一种可能的实现方式中,所述通过所述全局观测信息,确定所述周围环境的特征信息,通过所述特征信息,确定天气状态,包括:周期性地通过相应周期对应的所述周围环境的全局观测信息,确定相应周期对应的所述周围环境的特征信息,通过相应周期对应的所述周围环境的特征信息,确定相应周期对应的天气状态。With reference to the first aspect, in a possible implementation of the first aspect, the determining characteristic information of the surrounding environment through the global observation information, and determining the weather state through the characteristic information includes: periodicity The characteristic information of the surrounding environment corresponding to the corresponding period is determined through the global observation information of the surrounding environment corresponding to the corresponding period, and the weather state corresponding to the corresponding period is determined through the characteristic information of the surrounding environment corresponding to the corresponding period.
结合第一方面,在第一方面的一种可能的实现方式中,确定天气状态的周期为1~5s之间的任一值。With reference to the first aspect, in a possible implementation of the first aspect, the period for determining the weather state is any value between 1 and 5s.
结合第一方面,在第一方面的一种可能的实现方式中,所述获取周围环境的全局观测信息,包括:对所述周围环境对应的回波信号进行采样,得到多个采样数据;对所述多个采样数据进行快速傅氏变换FFT,得到所述周围环境的所述全局观测信息。With reference to the first aspect, in a possible implementation of the first aspect, the acquiring global observation information of the surrounding environment includes: sampling echo signals corresponding to the surrounding environment to obtain multiple sample data; Fast Fourier Transform FFT is performed on the multiple sample data to obtain the global observation information of the surrounding environment.
第二方面,本申请实施例提供一种可移动平台,包括:毫米波雷达,用于获取周围环境的全局观测信息;其中,所述毫米波雷达搭载于所述可移动平台,所述全局观测信息包括如下至少一项:全局观测速度、全局观测距离或全局观测能量;处理器,与所述毫米波雷达通信连接,用于执行如下操作:通过所述全局观测信息,确定所述周围环境的特征信息;通过所述特征信息,确定天气状态。In a second aspect, an embodiment of the present application provides a movable platform, including: a millimeter-wave radar for acquiring global observation information of the surrounding environment; wherein the millimeter-wave radar is mounted on the movable platform, and the global observation The information includes at least one of the following: global observation speed, global observation distance, or global observation energy; a processor, which is in communication connection with the millimeter wave radar, and is configured to perform the following operations: determine the status of the surrounding environment through the global observation information Characteristic information; through the characteristic information, the weather state is determined.
结合第二方面,在第二方面的一种可能的实现方式中,所述处理器在用于执行通过所述全局观测信息,确定所述周围环境的特征信息的操作时,具体用于:通过所述全局观测信息,获取快速傅氏变换FFT图谱;通过所述FFT图谱,确定所述周围环境的特征信息。With reference to the second aspect, in a possible implementation of the second aspect, when the processor is configured to perform the operation of determining the characteristic information of the surrounding environment through the global observation information, it is specifically configured to: The global observation information obtains a fast Fourier transform FFT spectrum; the FFT spectrum is used to determine the characteristic information of the surrounding environment.
结合第二方面,在第二方面的一种可能的实现方式中,所述全局观测信息包括所述全局观测速度;所述处理器在用于执行通过所述FFT图谱,确定所述周围环境的特征信息的操作时,具体用于:对所述FFT图谱处理,得到处理后的FFT图谱,所述处理后的FFT图谱所对应的观测速度的取值为第一预设范围内的值;通过所述处理后的FFT图谱,确定所述周围环境的特征信息。With reference to the second aspect, in a possible implementation of the second aspect, the global observation information includes the global observation speed; the processor is configured to perform the determination of the surrounding environment through the FFT atlas During the operation of the characteristic information, it is specifically used to: process the FFT map to obtain a processed FFT map, and the value of the observation speed corresponding to the processed FFT map is a value within the first preset range; The processed FFT spectrum determines the characteristic information of the surrounding environment.
结合第二方面,在第二方面的一种可能的实现方式中,所述第一预设范围内存在零观测速度。With reference to the second aspect, in a possible implementation of the second aspect, there is a zero observation speed in the first preset range.
结合第二方面,在第二方面的一种可能的实现方式中,所述处理器在用于执行对所述FFT图谱处理,得到处理后的FFT图谱的操作时,具体用于:去除所述FFT图谱的第一部分,得到所述处理后的FFT图谱,所述第一部分所对应的观测速度的取值为所述第一预设范围之外的值。With reference to the second aspect, in a possible implementation of the second aspect, when the processor is configured to process the FFT spectrum to obtain the processed FFT spectrum, it is specifically configured to: remove the The first part of the FFT atlas is to obtain the processed FFT atlas, and the value of the observation speed corresponding to the first part is a value outside the first preset range.
结合第二方面,在第二方面的一种可能的实现方式中,所述处理器在用于执行对所述FFT图谱处理,得到处理后的FFT图谱的操作时,具体用于:对所述FFT图谱进行增强处理,得到增强FFT图谱;去除所述增强FFT图谱的第一部分,得到所述处理后的FFT图谱,所述第一部分所对应的观测速度 的取值为所述第一预设范围之外的值。With reference to the second aspect, in a possible implementation manner of the second aspect, when the processor is configured to process the FFT spectrum to obtain the processed FFT spectrum, it is specifically configured to: FFT atlas is enhanced to obtain an enhanced FFT atlas; the first part of the enhanced FFT atlas is removed to obtain the processed FFT atlas, the observation speed corresponding to the first part is taken as the first preset range Outside value.
结合第二方面,在第二方面的一种可能的实现方式中,所述增强处理为二值化处理。With reference to the second aspect, in a possible implementation manner of the second aspect, the enhancement processing is binarization processing.
结合第二方面,在第二方面的一种可能的实现方式中,所述全局观测信息包括所述全局观测能量;所述处理器在用于执行对所述FFT图谱进行增强处理,得到增强FFT图谱的操作时,具体用于:将所述FFT图谱大于预设门限能量的取值更新为第一值,将所述FFT图谱小于预设门限能量的取值更新为第二值,得到所述增强FFT图谱。With reference to the second aspect, in a possible implementation of the second aspect, the global observation information includes the global observation energy; the processor is used to perform enhancement processing on the FFT spectrum to obtain an enhanced FFT During the operation of the map, it is specifically used to: update the value of the FFT map greater than the preset threshold energy to the first value, and update the value of the FFT map less than the preset threshold energy to the second value to obtain the Enhanced FFT spectrum.
结合第二方面,在第二方面的一种可能的实现方式中,所述预设门限能量基于全局观测信息能量统计分布确定。With reference to the second aspect, in a possible implementation of the second aspect, the preset threshold energy is determined based on a statistical distribution of global observation information energy.
结合第二方面,在第二方面的一种可能的实现方式中,所述预设门限能量为全局观测信息能量统计分布中强度处于8%~15%处的任一能量。With reference to the second aspect, in a possible implementation of the second aspect, the preset threshold energy is any energy with an intensity of 8% to 15% in the energy statistical distribution of the global observation information.
结合第二方面,在第二方面的一种可能的实现方式中,所述处理器在用于执行对所述FFT图谱处理,得到处理后的FFT图谱的操作时,具体用于:去除所述FFT图谱的第一部分,得到第一FFT图谱,所述第一部分所对应的观测速度的取值为所述第一预设范围之外的值;对所述第一FFT图谱进行增强处理,得到所述处理后的FFT图谱。With reference to the second aspect, in a possible implementation of the second aspect, when the processor is configured to process the FFT spectrum to obtain the processed FFT spectrum, it is specifically configured to: remove the The first part of the FFT atlas is to obtain the first FFT atlas. The value of the observation speed corresponding to the first part is outside the first preset range; the first FFT atlas is enhanced to obtain the Describe the processed FFT spectrum.
结合第二方面,在第二方面的一种可能的实现方式中,所述增强处理为二值化处理。With reference to the second aspect, in a possible implementation manner of the second aspect, the enhancement processing is binarization processing.
结合第二方面,在第二方面的一种可能的实现方式中,所述全局观测信息包括所述全局观测能量;所述处理器在用于执行对所述第一FFT图谱进行增强处理,得到处理后的FFT图谱的操作时,具体用于:将所述第一FFT图谱大于预设门限能量的取值更新为第一值,将所述第一FFT图谱小于预设门限能量的取值更新为第二值,得到所述处理后的FFT图谱。With reference to the second aspect, in a possible implementation of the second aspect, the global observation information includes the global observation energy; the processor is configured to perform enhancement processing on the first FFT spectrum to obtain During the operation of the processed FFT spectrum, it is specifically used to: update the value of the first FFT spectrum greater than the preset threshold energy to the first value, and update the value of the first FFT spectrum less than the preset threshold energy Is the second value to obtain the processed FFT spectrum.
结合第二方面,在第二方面的一种可能的实现方式中,所述全局观测信息包括所述全局观测距离;所述处理器在用于执行通过所述处理后的FFT图谱,确定所述周围环境的特征信息的操作时,具体用于:对所述处理后的FFT图谱中的数据点进行聚类,得到至少一个点簇;其中,所述点簇包括的数据点属于同一类,所述FFT图谱中的一个数据点对应所述全局观测信息中的一个观测信息;获取所述至少一个点簇中的点簇的点簇信息,所述点簇信 息为周围环境的特征信息。With reference to the second aspect, in a possible implementation of the second aspect, the global observation information includes the global observation distance; the processor is configured to execute the processed FFT spectrum to determine the During the operation of the feature information of the surrounding environment, it is specifically used to: cluster the data points in the processed FFT spectrum to obtain at least one point cluster; wherein the data points included in the point cluster belong to the same category, so One data point in the FFT map corresponds to one observation information in the global observation information; acquiring point cluster information of a point cluster in the at least one point cluster, where the point cluster information is characteristic information of the surrounding environment.
结合第二方面,在第二方面的一种可能的实现方式中,所述处理器在用于执行获取所述至少一个点簇中的第一点簇的第一点簇信息的操作时,具体用于:获取所述第一点簇所对应的最大观测距离的取值和最小观测距离的取值之间的差值,所述第一点簇信息包括所述差值。With reference to the second aspect, in a possible implementation of the second aspect, when the processor is configured to perform the operation of acquiring the first point cluster information of the first point cluster in the at least one point cluster, specifically It is used to obtain the difference between the maximum observation distance and the minimum observation distance corresponding to the first point cluster, and the first point cluster information includes the difference.
结合第二方面,在第二方面的一种可能的实现方式中,所述处理器在用于执行通过所述周围环境的特征信息,确定天气状态的操作时,具体用于:在所述点簇信息中存在目标信息的情况下,确定所述天气状态为非正常状态,所述目标信息包括的差值大于或等于预设阈值;在所述点簇信息中不存在目标信息的情况下,确定所述天气状态为正常状态。With reference to the second aspect, in a possible implementation of the second aspect, when the processor is configured to perform an operation of determining the weather state through the characteristic information of the surrounding environment, it is specifically configured to: If there is target information in the cluster information, it is determined that the weather state is an abnormal state, and the difference included in the target information is greater than or equal to a preset threshold; if there is no target information in the point cluster information, It is determined that the weather state is a normal state.
结合第二方面,在第二方面的一种可能的实现方式中,所述处理器在用于执行通过所述全局观测信息,确定所述周围环境的特征信息,通过所述特征信息,确定天气状态的操作时,具体用于:周期性地通过相应周期对应的所述周围环境的全局观测信息,确定相应周期对应的所述周围环境的特征信息,通过相应周期对应的所述周围环境的特征信息,确定相应周期对应的天气状态。With reference to the second aspect, in a possible implementation of the second aspect, the processor is configured to determine the characteristic information of the surrounding environment through the global observation information, and determine the weather through the characteristic information. During the operation of the state, it is specifically used to periodically determine the characteristic information of the surrounding environment corresponding to the corresponding period through the global observation information of the surrounding environment corresponding to the corresponding period, and to determine the characteristic information of the surrounding environment corresponding to the corresponding period through the corresponding period Information to determine the weather state corresponding to the corresponding period.
结合第二方面,在第二方面的一种可能的实现方式中,确定天气状态的周期为1~5s之间的任一值。With reference to the second aspect, in a possible implementation manner of the second aspect, the period for determining the weather state is any value between 1 and 5s.
结合第二方面,在第二方面的一种可能的实现方式中,所述毫米波雷达在用于获取周围环境的全局观测信息时,具体用于:对所述周围环境对应的回波信号进行采样,得到多个采样数据;对所述多个采样数据进行快速傅氏变换FFT,得到所述周围环境的所述全局观测信息。With reference to the second aspect, in a possible implementation of the second aspect, when the millimeter-wave radar is used to obtain global observation information of the surrounding environment, it is specifically used to: perform an operation on the echo signal corresponding to the surrounding environment. Sampling to obtain multiple sample data; performing fast Fourier transform FFT on the multiple sample data to obtain the global observation information of the surrounding environment.
第三方面,本申请实施例提供一种毫米波雷达,包括:存储器和处理器;所述存储器和所述处理器通信连接;所述存储器,用于存储程序命令;所述处理器,用于在程序命令被执行时,实现权利要求1-19中任一项所述的方法。In a third aspect, an embodiment of the present application provides a millimeter wave radar, including: a memory and a processor; the memory is in communication connection with the processor; the memory is used for storing program commands; the processor is used for When the program command is executed, the method described in any one of claims 1-19 is realized.
第四方面,本申请实施例提供一种可移动平台,所述可移动平台上搭载有第三方面所述的毫米波雷达。In a fourth aspect, an embodiment of the present application provides a movable platform on which the millimeter wave radar described in the third aspect is mounted.
第五方面,本申请实施例提供一种计算机可读存储介质,包括程序或指令,当所述程序或指令在计算机上运行时,第一方面以及第一方面任一可能 的方式中所述的方法被执行。In the fifth aspect, an embodiment of the present application provides a computer-readable storage medium, including a program or instruction. When the program or instruction runs on a computer, the first aspect and any possible manner of the first aspect The method is executed.
第六方面,本发明实施例提供一种计算机程序,当所述计算机程序被计算机执行时,用于执行上述第一方面以及第一方面任一可能的方式中所述的方法。所述程序可以全部或者部分存储在与处理器封装在一起的存储介质上,也可以部分或者全部存储在不与处理器封装在一起的存储介质上。存储介质例如为存储器。In a sixth aspect, an embodiment of the present invention provides a computer program, when the computer program is executed by a computer, it is used to execute the above-mentioned first aspect and the method described in any possible manner of the first aspect. The program may be stored in whole or in part on a storage medium that is packaged with the processor, and may also be stored in part or all in a storage medium that is not packaged with the processor. The storage medium is, for example, a memory.
本申请中,通过周围环境的全局观测信息,得到周围环境的特征信息,进而根据周围环境的特征信息得到天气状态,可以准确地确定天气状态,从而可以保证辅助驾驶或自动驾驶等系统中的传感器系统在雨雪等非正常天气下的工作性能。In this application, through the global observation information of the surrounding environment, the characteristic information of the surrounding environment is obtained, and then the weather state is obtained according to the characteristic information of the surrounding environment, and the weather state can be accurately determined, thereby ensuring the sensors in the assisted driving or automatic driving system The performance of the system in abnormal weather such as rain and snow.
为了更清楚地说明本申请实施例或现有技术中的技术方案,下面将对实施例或现有技术描述中所需要使用的附图作一简单地介绍,显而易见地,下面描述中的附图是本申请的一些实施例,对于本领域普通技术人员来讲,在不付出创造性劳动性的前提下,还可以根据这些附图获得其他的附图。In order to more clearly describe the technical solutions in the embodiments of the present application or the prior art, the following will briefly introduce the drawings that need to be used in the description of the embodiments or the prior art. Obviously, the drawings in the following description These are some embodiments of the present application. For those of ordinary skill in the art, other drawings can be obtained based on these drawings without creative labor.
图1为本申请实施例提供的应用场景示意图;Figure 1 is a schematic diagram of an application scenario provided by an embodiment of the application;
图2为本申请实施例提供的毫米波雷达天气检测的方法的流程图;2 is a flowchart of a method for detecting weather by millimeter wave radar provided by an embodiment of the application;
图3为正常状态的天气对应的FFT图谱的示意图;Fig. 3 is a schematic diagram of an FFT spectrum corresponding to weather in a normal state;
图4为非正常状态的天气对应的FFT图谱的示意图;Fig. 4 is a schematic diagram of an FFT spectrum corresponding to weather in an abnormal state;
图5为对图3所示的FFT图谱增强处理后的示意图;Fig. 5 is a schematic diagram of the FFT spectrum shown in Fig. 3 after enhancement processing;
图6为对图4所示的FFT图谱增强处理后的示意图;Fig. 6 is a schematic diagram of the FFT spectrum shown in Fig. 4 after enhancement processing;
图7为对图5所示的增强FFT图谱裁剪后的示意图;FIG. 7 is a schematic diagram after cropping the enhanced FFT spectrum shown in FIG. 5;
图8为对图6所示的增强FFT图谱裁剪后的示意图Figure 8 is a schematic diagram of the enhanced FFT spectrum shown in Figure 6 after cropping
图9为本申请实施例提供的毫米波雷达的结构示意图;FIG. 9 is a schematic structural diagram of a millimeter wave radar provided by an embodiment of the application;
图10为本申请实施例提供的另一可移动平台的结构示意图。FIG. 10 is a schematic structural diagram of another movable platform provided by an embodiment of the application.
为使本申请实施例的目的、技术方案和优点更加清楚,下面将结合本申请实施例中的附图,对本申请实施例中的技术方案进行清楚、完整地描 述,显然,所描述的实施例是本申请一部分实施例,而不是全部的实施例。基于本申请中的实施例,本领域普通技术人员在没有作出创造性劳动前提下所获得的所有其他实施例,都属于本申请保护的范围。In order to make the purpose, technical solutions and advantages of the embodiments of the present application clearer, the following will clearly and completely describe the technical solutions in the embodiments of the present application with reference to the drawings in the embodiments of the present application. Obviously, the described embodiments It is a part of the embodiments of this application, not all of the embodiments. Based on the embodiments in this application, all other embodiments obtained by those of ordinary skill in the art without creative work fall within the protection scope of this application.
下面结合附图,对本申请实施例进行说明。The embodiments of the present application will be described below in conjunction with the drawings.
图1为本申请实施例提供的应用场景示意图,参见图1,可移动平台11上搭载有一个或多个毫米波雷达12。例如,安装于车前的毫米波雷达12可以用于探测车辆前方的情况,实现跟车、预警等功能,安装于车后的毫米波雷达12可以用于探测车辆后方的情况,实现倒车、泊车指示等功能。毫米波雷达12用于获取周围环境的全局观测信息,需要理解的是,全局观测信息指的是毫米波雷达12能够探测到的全部范围内的观测信息,而不直接指车辆周围所有环境的观测信息;如果毫米波雷达12的探测范围能够覆盖车辆周围的所有环境,则全局观测信息也可以是车辆周围所有环境的观测信息。FIG. 1 is a schematic diagram of an application scenario provided by an embodiment of the application. Referring to FIG. 1, one or more millimeter wave radars 12 are mounted on a movable platform 11. For example, the millimeter-wave radar 12 installed in the front of the vehicle can be used to detect the situation in front of the vehicle and realize functions such as car following and early warning. Car instructions and other functions. The millimeter wave radar 12 is used to obtain the global observation information of the surrounding environment. It should be understood that the global observation information refers to the observation information in the entire range that the millimeter wave radar 12 can detect, and does not directly refer to the observation of all environments around the vehicle Information; if the detection range of the millimeter-wave radar 12 can cover all environments around the vehicle, the global observation information can also be observation information of all environments around the vehicle.
其中,可移动平台可为车辆。毫米波雷达在获取周围环境的全局观测信息时,可移动平台可处于静止状态,也可处于运动状态,本申请实施例中并不限制。毫米波雷达具体地可以为调频连续波(Frequency Modulated Continuous Wave,FMCW)毫米波雷达,即对外发射连续变化的频率波形的信号,通过发射信号与回波信号之间的关系进行测量的毫米波雷达。Among them, the movable platform may be a vehicle. When the millimeter wave radar obtains the global observation information of the surrounding environment, the movable platform may be in a stationary state or in a moving state, which is not limited in the embodiment of the present application. The millimeter wave radar can specifically be a frequency modulated continuous wave (FMCW) millimeter wave radar, that is, a millimeter wave radar that transmits signals of continuously changing frequency waveforms to the outside and measures the relationship between the transmitted signal and the echo signal. .
首先采用具体的实施例对本申请的毫米波雷达天气检测的方法进行说明。图2为本申请实施例提供的毫米波雷达天气检测的方法的流程图。参见图2,本实施例的方法包括:First, a specific embodiment is used to describe the method of the millimeter wave radar weather detection of the present application. Fig. 2 is a flowchart of a method for detecting millimeter-wave radar weather according to an embodiment of the application. Referring to Fig. 2, the method of this embodiment includes:
步骤S101、获取周围环境的全局观测信息,其中,全局观测信息包括如下至少一项:全局观测速度、全局观测距离或全局观测能量。Step S101: Obtain global observation information of the surrounding environment, where the global observation information includes at least one of the following: global observation speed, global observation distance, or global observation energy.
其中,本实施例中获取的周围环境的全局观测信息为毫米波雷达采集的周围环境的全局观测信息。可以理解的是,本实施例中的周围环境可为毫米波雷达探测范围内的周围环境。Wherein, the global observation information of the surrounding environment acquired in this embodiment is the global observation information of the surrounding environment collected by the millimeter wave radar. It can be understood that the surrounding environment in this embodiment may be the surrounding environment within the detection range of the millimeter wave radar.
在一种方式中,获取周围环境的全局观测信息,包括:对周围环境对应的回波信号进行采样,得到多个采样数据;对多个采样数据进行快速傅氏变换(fast fourier transform,简称FFT),得到周围环境的全局观测信息。在调频连续波毫米波雷达中,可以对发射信号与回波信号进行二维的FFT处理从而得到二维FFT图谱,该二维FFT图谱中两个方向分别代表了观测速度与观 测距离,而每个单元的颜色深度则代表了观测能量。周围环境的全局观测信息可以是毫米波雷达的全部探测范围内通过处理后的全部二维FFT图谱的信息。其中,周围环境对应的回波信号也就是对周围环境的物体对毫米波反射产生的回波信号;多个采样数据可为AD采样数据。In one method, obtaining global observation information of the surrounding environment includes: sampling the echo signal corresponding to the surrounding environment to obtain multiple sampled data; performing fast Fourier transform (FFT) on the multiple sampled data ) To get the global observation information of the surrounding environment. In the frequency modulated continuous wave millimeter wave radar, two-dimensional FFT processing can be performed on the transmitted signal and the echo signal to obtain a two-dimensional FFT spectrum. The two directions in the two-dimensional FFT spectrum represent the observation speed and the observation distance, and each The color depth of each unit represents the observed energy. The global observation information of the surrounding environment may be the information of all processed two-dimensional FFT spectra within the entire detection range of the millimeter wave radar. Among them, the echo signal corresponding to the surrounding environment is the echo signal generated by the reflection of the millimeter wave by the objects in the surrounding environment; the multiple sampling data may be AD sampling data.
下面对全局观测信息进行说明。The following describes the global observation information.
对于全局观测速度:全局观测速度可包括周围环境中各物体的观测速度。周围环境中物体的观测速度为该物体相对于毫米波雷达的速度。由于周围环境的一个物体上至少存在一处反射了毫米波的区域,每个反射了毫米波的区域均对应一个观测速度(即该区域相对于毫米波雷达的速度),因此,周围环境的一个物体对应有一个或多个观测速度。具体的与毫米波雷达的分辨率相关,当毫米波雷达分辨率高时,一个物体上可能存在更多的反射区域,从而有更多的观测速度结果。For the global observation speed: the global observation speed can include the observation speed of objects in the surrounding environment. The observation speed of an object in the surrounding environment is the speed of the object relative to the millimeter wave radar. Since there is at least one area that reflects millimeter waves on an object in the surrounding environment, each area that reflects millimeter waves corresponds to an observation speed (that is, the speed of the area relative to the millimeter wave radar). Therefore, an area of the surrounding environment The object corresponds to one or more observation speeds. Specifically, it is related to the resolution of the millimeter-wave radar. When the resolution of the millimeter-wave radar is high, there may be more reflection areas on an object, resulting in more observation speed results.
对于全局观测距离:全局观测距离可包括周围环境中各物体的观测距离,周围环境中物体的观测距离为该物体与毫米波雷达之间的距离。由于周围环境的一个物体上至少存在一处反射了毫米波的区域,每个反射了毫米波的区域均对应一个观测距离(即该区域与毫米波雷达之间的距离),因此,周围环境的一个物体对应有一个或多个观测距离。具体的与毫米波雷达的分辨率相关,当毫米波雷达分辨率高时,一个物体上可能存在更多的反射区域,从而有更多的观测距离结果。For the global observation distance: the global observation distance may include the observation distance of each object in the surrounding environment, and the observation distance of the object in the surrounding environment is the distance between the object and the millimeter wave radar. Since there is at least one area that reflects millimeter waves on an object in the surrounding environment, each area that reflects millimeter waves corresponds to an observation distance (that is, the distance between the area and the millimeter wave radar). Therefore, the surrounding environment An object corresponds to one or more observation distances. Specifically, it is related to the resolution of the millimeter-wave radar. When the resolution of the millimeter-wave radar is high, there may be more reflection areas on an object, resulting in more observation distance results.
对于全局观测能量:全局观测能量可包括周围环境中各物体的观测能量,周围环境中物体的观测能量为该物体对毫米波的反射强度。由于周围环境的一个物体上至少存在一处反射了毫米波的区域,每个反射了毫米波的区域均对应一个观测能量(即该区域对毫米波的反射强度),因此,周围环境的一个物体对应有一个或多个观测能量。具体的与毫米波雷达的分辨率相关,当毫米波雷达分辨率高时,一个物体上可能存在更多的反射区域,从而有更多的观测能量结果。For the global observation energy: the global observation energy may include the observation energy of each object in the surrounding environment, and the observation energy of the object in the surrounding environment is the reflection intensity of the object to the millimeter wave. Since there is at least one area that reflects millimeter waves on an object in the surrounding environment, each area that reflects millimeter waves corresponds to an observation energy (that is, the reflection intensity of the area to millimeter waves). Therefore, an object in the surrounding environment Corresponds to one or more observation energies. Specifically, it is related to the resolution of the millimeter-wave radar. When the resolution of the millimeter-wave radar is high, there may be more reflection areas on an object, so there are more observation energy results.
步骤S102、通过周围环境的全局观测信息,确定周围环境的特征信息。Step S102: Determine characteristic information of the surrounding environment through the global observation information of the surrounding environment.
其中,周围环境的特征信息,可以是全部二维FFT图谱中的具有特征性的部分二维FFT图谱信息,或者是全部二维FFT图谱中的具有特征性的部分目标点信息。Among them, the characteristic information of the surrounding environment may be the characteristic part of the two-dimensional FFT spectrum information in the entire two-dimensional FFT spectrum, or the characteristic part of the target point information in the entire two-dimensional FFT spectrum.
在一种方式中,通过周围环境的全局观测信息,确定周围环境的特征信息可通过如下的a1~a2实现:In one way, through the global observation information of the surrounding environment, the characteristic information of the surrounding environment can be determined by the following a1~a2:
a1、通过周围环境的全局观测信息,获取FFT图谱。a1. Obtain the FFT spectrum through the global observation information of the surrounding environment.
在全局观测信息包括全局观测距离、全局观测速度和全局观测能量的情况下,通过周围环境的全局观测信息,可获取到二维FFT图谱,该二维FFT图谱中两个方向分别代表了观测速度与观测距离,而每个单元的颜色深度则代表了观测能量。比如周围环境中的物体A上的区域a对应的观测距离为S,区域a对应的观测速度为V,那么S和V确定的FFT图谱上的数据点处的颜色深度是由区域a对应的观测能量确定的。When the global observation information includes the global observation distance, the global observation speed and the global observation energy, the two-dimensional FFT spectrum can be obtained through the global observation information of the surrounding environment. The two directions in the two-dimensional FFT spectrum represent the observation speed respectively The distance to the observation, and the color depth of each cell represents the observation energy. For example, the observation distance corresponding to area a on object A in the surrounding environment is S, and the observation speed corresponding to area a is V, then the color depth at the data point on the FFT spectrum determined by S and V is the observation corresponding to area a The energy is certain.
a2、通过FFT图谱,确定周围环境的特征信息。a2. Determine the characteristic information of the surrounding environment through the FFT spectrum.
在对通过FFT图谱,确定周围环境的特征信息进行阐述之前,首先对能够采用FFT图谱确定周围环境的特征信息的原理进行说明。Before describing the determination of the characteristic information of the surrounding environment through the FFT spectrum, the principle that the FFT spectrum can be used to determine the characteristic information of the surrounding environment is first explained.
图3为正常状态的天气对应的FFT图谱的示意图。正常状态的天气是指周围环境中不存在与天气对应的固态流体,比如晴朗天气、多云、阴天。在正常状态的天气下,毫米波雷达的周围环境中存在的一些离散分布的物体,比如一些移动的车辆。根据这些离散分布的物体的观测速度、观测距离和观测能量得到的FFT图上会存在一些离散分布的点簇,如图3中所示(为了便于理解,离散分布的点簇中的部分点簇在图3中被圈出)。Fig. 3 is a schematic diagram of an FFT spectrum corresponding to weather in a normal state. Normal weather means that there is no solid fluid corresponding to the weather in the surrounding environment, such as sunny, cloudy, and cloudy days. In normal weather, there are some discrete objects in the surrounding environment of millimeter wave radar, such as some moving vehicles. According to the observation speed, observation distance and observation energy of these discrete objects, there will be some discrete point clusters on the FFT graph, as shown in Figure 3 (for ease of understanding, some of the discrete point clusters Circled in Figure 3).
继续参见图3,图3中的水平的横线31为雷达相对于地面速度为0的基准线。若在正常状态的天气下,雷达采集数据时雷达相对地面移动,那么雷达相对于地面速度为0的基准线会从FFT谱图的中央位置向下平移或向上平移。图3中的横线31没有位于FFT谱图的中央位置,说明雷达在移动。Continuing to refer to Fig. 3, the horizontal horizontal line 31 in Fig. 3 is the reference line where the radar relative to the ground speed is zero. If under normal weather conditions, the radar moves relative to the ground when the radar collects data, then the baseline of the radar relative to the ground with a speed of 0 will shift downward or upward from the center of the FFT spectrum. The horizontal line 31 in FIG. 3 is not located in the center of the FFT spectrum, indicating that the radar is moving.
可以理解的是,若雷达正向移动(正着开),定义雷达相对于地面速度为0的基准线以上的速度为正值,则雷达相对于地面速度为0的基准线会向下平移;若雷达反向移动(倒着开),定义雷达相对于地面速度为0的基准线以上的速度为正值,则雷达相对于地面速度为0的基准线会向上平移。It is understandable that if the radar moves in the forward direction (when it is on), it is defined that the speed above the baseline of the radar relative to the ground speed of 0 is a positive value, then the radar will move downward relative to the baseline of the ground speed of 0; If the radar moves in the reverse direction (open backwards), the speed above the base line where the radar relative to the ground speed is 0 is defined as a positive value, and the radar relative to the base line where the ground speed is 0 will move upward.
图4为非正常状态的天气对应的FFT图谱的示意图。Fig. 4 is a schematic diagram of an FFT spectrum corresponding to an abnormal weather.
非正常状态的天气是指周围环境中存在与天气对应的固态流体,比如雨天或雪天或雨雪天或冰雹或沙尘暴。以雨天为例,在雨天下,毫米波雷达的周围环境中存在大量的雨滴,这些雨滴往往是连续的。根据这些连续的雨滴 的观测速度、观测距离和观测能量得到的FFT图上会存在一些连续分布的点簇,如图4所示(为了便于理解,连续分布的点簇在图4中被圈出)。Abnormal weather refers to the existence of solid fluids corresponding to the weather in the surrounding environment, such as rain or snow, rain or snow, hail or sandstorm. Take rainy days as an example. In rainy days, there are a lot of raindrops in the surrounding environment of millimeter wave radar, and these raindrops are often continuous. According to the observation speed, observation distance and observation energy of these continuous raindrops, there will be some continuously distributed point clusters on the FFT map, as shown in Figure 4 (for ease of understanding, the continuous distribution of point clusters are circled in Figure 4 ).
继续参见图4,图4中的水平的横线41为相对于地面速度为0的基准线。横线41在FFT图谱的中央水平位置,说明图4示出的是在非正常状态的天气下雷达处于静止状态时所对应的FFT图谱。Continuing to refer to FIG. 4, the horizontal line 41 in FIG. 4 is a reference line with respect to the ground speed of 0. The horizontal line 41 is at the central horizontal position of the FFT spectrum, indicating that FIG. 4 shows the corresponding FFT spectrum when the radar is at a standstill under abnormal weather.
综上,由于正常状态的天气和非正常状态的天气所对应的周围环境的特征不相同,造成了正常状态的天气下的FFT图谱和非正常状态的天气的FFT图谱特征具有很大的区别。也就是说周围环境的特征不相同,对应的FFT图谱的特征就不相同,因此,可以根据FFT图谱确定周围环境的特征信息。In summary, due to the different characteristics of the surrounding environment corresponding to the normal weather and the abnormal weather, the FFT spectrum characteristics of the normal weather and the FFT spectrum characteristics of the abnormal weather are very different. That is to say, the characteristics of the surrounding environment are different, and the characteristics of the corresponding FFT spectrum are different. Therefore, the characteristic information of the surrounding environment can be determined according to the FFT spectrum.
下面基于上述原理,对“通过FFT图谱,确定周围环境的特征信息”进行阐述。通过FFT图谱,确定周围环境的特征信息可通过步骤b1~b2实现:Based on the above-mentioned principle, "determine the characteristic information of the surrounding environment through the FFT spectrum" is described below. Through the FFT spectrum, determining the characteristic information of the surrounding environment can be achieved through steps b1 to b2:
b1、对FFT图谱处理,得到处理后的FFT图谱,处理后的FFT图谱所对应的观测速度的取值为第一预设范围内的值。b1. Process the FFT spectrum to obtain a processed FFT spectrum, and the value of the observation speed corresponding to the processed FFT spectrum is a value within the first preset range.
可以理解的是,此处的FFT图谱为步骤a1中获取到的FFT图谱。It is understandable that the FFT spectrum here is the FFT spectrum obtained in step a1.
其中,第一预设范围的确定可根据需要检测的天气所对应的流体的速度确定。The determination of the first preset range may be determined according to the velocity of the fluid corresponding to the weather to be detected.
例如:需检测当前天气是否为具有如下特征的天气:天气所对应的流体的速度相对于毫米波雷达的速度比较小,此时,第一预设范围对应的最大观测速度的取值的绝对值可以比较小。具有上述特征的天气例如可以为雨天或者雪天或者雨夹雪天气。此时,第一预设范围内可存在零观测速度。For example: it is necessary to detect whether the current weather is weather with the following characteristics: the speed of the fluid corresponding to the weather is relatively small relative to the speed of the millimeter wave radar. At this time, the absolute value of the maximum observation speed corresponding to the first preset range Can be relatively small. The weather with the above characteristics may be rainy, snowy, or sleet weather, for example. At this time, there may be a zero observation speed in the first preset range.
又例如:至少需检测当前天气是否为具有如下特征的天气:天气所对应的流体的速度相对于毫米波雷达的速度比较大,此时,第一预设范围对应的最大观测速度的绝对值的取值的绝对值可以比较大。具有上述特征的天气例如可以为沙尘暴天气。此时,第一预设范围内可存在零观测速度,也可不存在零观测速度。For another example: at least it is necessary to detect whether the current weather is weather with the following characteristics: the velocity of the fluid corresponding to the weather is relatively large relative to the velocity of the millimeter wave radar. At this time, the absolute value of the maximum observation velocity corresponding to the first preset range is The absolute value of the value can be relatively large. The weather having the above characteristics may be sandstorm weather, for example. At this time, there may or may not be zero observation speed in the first preset range.
由于第一预设范围的确定可根据需要检测的天气所对应的流体的速度确定,也就是说,第一预设范围是根据周围环境的特征确定的,因此,周围环境中的特征信息即为FFT图谱中对应的观测速度的取值为第一预设范围内的值的部分FFT图谱的信息。Since the determination of the first preset range can be determined according to the velocity of the fluid corresponding to the weather to be detected, that is, the first preset range is determined according to the characteristics of the surrounding environment, so the characteristic information in the surrounding environment is The corresponding observation speed in the FFT spectrum is part of the FFT spectrum information with values within the first preset range.
其中,对FFT图谱处理,使得处理后的FFT图谱所对应的观测速度的取 值为第一预设范围内的值,一是可以减少确定天气状态的设备的功耗,二是可以避免除了天气对应的流体以外的物体对确定天气状态的影响。Among them, the FFT spectrum is processed so that the observation speed corresponding to the processed FFT spectrum is a value within the first preset range. First, it can reduce the power consumption of the equipment for determining the weather state, and second, it can avoid the addition of weather. The influence of objects other than the corresponding fluid on determining weather conditions.
可选地,处理后的FFT图谱所对应的观测速度的范围也可以同步骤a1中得到的FFT图谱所对应的观测速度的范围。Optionally, the range of the observation speed corresponding to the processed FFT spectrum may also be the same as the range of the observation speed corresponding to the FFT spectrum obtained in step a1.
下面对处理后的FFT图谱的具体获取过程进行说明。The specific acquisition process of the processed FFT spectrum will be described below.
对FFT图谱处理,得到处理后的FFT图谱,可通过但不限于如下三种实施方式实现。The processing of the FFT spectrum to obtain the processed FFT spectrum can be implemented through but not limited to the following three implementation manners.
第一种实施方式:对FFT图谱处理,得到处理后的FFT图谱,包括:The first implementation manner: processing the FFT spectrum to obtain the processed FFT spectrum, including:
b11、去除FFT图谱的第一部分,得到处理后的FFT图谱,第一部分所对应的观测速度的取值为第一预设范围之外的值。b11. Remove the first part of the FFT spectrum to obtain a processed FFT spectrum. The value of the observation speed corresponding to the first part is a value outside the first preset range.
即将FFT图谱中所对应的观测速度的取值为第一预设范围之外的值的部分裁剪掉,得到理后的FFT图谱,处理后的FFT图谱所对应的观测速度的取值为第一预设范围内的值。That is, the part of the FFT spectrum that corresponds to the observation speed value outside the first preset range is cut out, and the processed FFT spectrum is obtained, and the observation speed value corresponding to the processed FFT spectrum is the first A value within the preset range.
第二种实施方式:对FFT图谱处理,得到处理后的FFT图谱,包括:The second implementation mode: processing the FFT spectrum to obtain the processed FFT spectrum, including:
b121、对FFT图谱进行增强处理,得到增强FFT图谱。b121. Perform enhancement processing on the FFT spectrum to obtain an enhanced FFT spectrum.
其中,对FFT图谱进行的增强处理可为二值化处理。Among them, the enhancement processing performed on the FFT spectrum may be binarization processing.
对FFT图谱进行增强处理,得到增强FFT图谱,具体可为:将FFT图谱大于或等于预设门限能量的取值更新为第一值,将FFT图谱小于预设门限能量的取值更新为第二值,得到增强FFT图谱。其中,第一值可为1,第二值可为0。Perform enhancement processing on the FFT spectrum to obtain an enhanced FFT spectrum, which can be specifically: update the value of the FFT spectrum greater than or equal to the preset threshold energy to the first value, and update the value of the FFT spectrum less than the preset threshold energy to the second value Value to get the enhanced FFT spectrum. Among them, the first value can be 1, and the second value can be 0.
其中,预设门限能量基于全局观测信息中的观测能量统计分布确定。比如,预设门限能量为全局观测信息能量中的观测能量统计分布中强度处于8%~15%处的任一能量。Among them, the preset threshold energy is determined based on the observation energy statistical distribution in the global observation information. For example, the preset threshold energy is any energy whose intensity lies at 8% to 15% in the statistical distribution of observation energy in the global observation information energy.
对FFT图谱进行增强处理,可以使得FFT图谱中对应的观测能量较大的区域和对应的观测能量小的区域对比更加明显,即可使得FFT图谱中对应的观测能量大的区域更加清晰的呈现在FFT图谱上。由于雨、雪等非正常状态的天气中雨滴或雪块对应的观测能量一般较大,对FFT图谱进行增强处理后,可以使得雨、雪等非正常状态的天气的FFT图谱的特征更加明显,提高了确定天气状态的准确性。Enhancement processing of the FFT spectrum can make the comparison between the regions with larger observation energy and the corresponding regions with lower observation energy in the FFT spectrum more obvious, which can make the corresponding regions with larger observation energy in the FFT spectrum appear more clearly. On the FFT spectrum. Since the observation energy corresponding to raindrops or snow blocks in abnormal weather such as rain and snow is generally larger, after the FFT spectrum is enhanced, the characteristics of the FFT spectrum of abnormal weather such as rain and snow can be more obvious. Improve the accuracy of determining weather conditions.
图5为对图3所示的FFT图谱增强处理后的示意图,图6为对图4所示 的FFT图谱增强处理后的示意图。5 is a schematic diagram of the FFT spectrum shown in FIG. 3 after the enhancement processing, and FIG. 6 is a schematic diagram of the FFT spectrum shown in FIG. 4 after the enhancement processing.
参见图5和图6,可知增强处理后的FFT图谱中相对于地面速度为0的基准线和对应的观测能量大的区域可以更加清晰的呈现出来。Referring to Fig. 5 and Fig. 6, it can be seen that the baseline with respect to the ground speed of 0 and the corresponding area with large observed energy in the enhanced FFT spectrum can be presented more clearly.
b121、去除增强FFT图谱的第一部分,得到处理后的FFT图谱,第一部分所对应的观测速度的取值为第一预设范围之外的值。b121. Remove the first part of the enhanced FFT spectrum to obtain a processed FFT spectrum. The observation speed corresponding to the first part is a value outside the first preset range.
即将增强FFT图谱中所对应的观测速度的取值为第一预设范围之外的值的部分裁剪掉,得到理后的FFT图谱,处理后的FFT图谱所对应的观测速度的取值为第一预设范围内的值。That is, the part where the value of the observation speed corresponding to the enhanced FFT spectrum is outside the first preset range is cropped to obtain the processed FFT spectrum, and the value of the observation speed corresponding to the processed FFT spectrum is the first A value within a preset range.
图7为对图5所示的增强FFT图谱裁剪后的示意图,图8为对图6所示的增强FFT图谱裁剪后的示意图。FIG. 7 is a schematic diagram of the enhanced FFT spectrum shown in FIG. 5 after clipping, and FIG. 8 is a schematic diagram of the enhanced FFT spectrum shown in FIG. 6 after clipping.
第三种实施方式:对FFT图谱处理,得到处理后的FFT图谱,包括:The third implementation mode: processing the FFT spectrum to obtain the processed FFT spectrum, including:
b131、去除FFT图谱的第一部分,得到第一FFT图谱,第一部分所对应的观测速度的取值为第一预设范围之外的值。b131. Remove the first part of the FFT spectrum to obtain the first FFT spectrum, and the value of the observation speed corresponding to the first part is a value outside the first preset range.
该步骤的具体实现参见c1中的阐述,此处不再赘述。For the specific implementation of this step, please refer to the description in c1, which will not be repeated here.
b131、对第一FFT图谱进行增强处理,得到处理后的FFT图谱。b131. Perform enhancement processing on the first FFT spectrum to obtain a processed FFT spectrum.
其中,对第一FFT图谱进行的增强处理可为二值化处理。Wherein, the enhancement processing performed on the first FFT spectrum may be binarization processing.
对第一FFT图谱进行增强处理,得到增强FFT图谱的过程可参照d1中对FFT图谱进行增强处理,得到增强FFT图谱的过程,此处不再赘述。The process of performing enhancement processing on the first FFT spectrum to obtain the enhanced FFT spectrum can refer to the process of performing enhancement processing on the FFT spectrum in d1 to obtain the process of obtaining the enhanced FFT spectrum, which will not be repeated here.
b2、通过处理后的FFT图谱,确定周围环境的特征信息。b2. Determine the characteristic information of the surrounding environment through the processed FFT spectrum.
其中,通过处理后的FFT图谱,确定周围环境的特征信息,包括:Among them, the characteristic information of the surrounding environment is determined through the processed FFT spectrum, including:
b21、对处理后的FFT图谱中的数据点进行聚类,得到至少一个点簇;其中,至少一个点簇中的每个点簇包括的数据点属于同一类,FFT图谱中的一个数据点对应全局观测信息中的一个观测信息。b21. Cluster the data points in the processed FFT spectrum to obtain at least one point cluster; wherein, the data points included in each point cluster in the at least one point cluster belong to the same category, and one data point in the FFT spectrum corresponds to One observation information in the global observation information.
b22、获取至少一个点簇中的点簇的点簇信息,该点簇信息为周围环境的特征信息。b22. Obtain point cluster information of a point cluster in at least one point cluster, where the point cluster information is characteristic information of the surrounding environment.
该点簇信息为上述得到的FFT图谱中具有特征性的部分目标点信息或者上述得到的FFT图谱中具有特征性的部分FFT图谱信息,也就是周围环境的特征信息。The point cluster information is the characteristic partial target point information in the FFT spectrum obtained above or the characteristic partial FFT spectrum information in the FFT spectrum obtained above, that is, the characteristic information of the surrounding environment.
其中,获取至少一个点簇中的第一点簇的第一点簇信息,包括:获取第一点簇所对应的最大观测距离的取值和最小观测距离的取值之间的差值,第 一点簇信息包括该差值。Wherein, obtaining the first point cluster information of the first point cluster in the at least one point cluster includes: obtaining the difference between the value of the maximum observation distance and the value of the minimum observation distance corresponding to the first point cluster. One point of cluster information includes the difference.
步骤S103、通过周围环境的特征信息,确定天气状态。Step S103: Determine the weather state through the feature information of the surrounding environment.
在得到了周围环境的特征信息后,便可通过周围环境的特征信息,确定天气状态。After obtaining the characteristic information of the surrounding environment, the weather state can be determined through the characteristic information of the surrounding environment.
其中,在点簇的点簇信息为该点簇对应的最大观测距离的取值和最小观测距离的取值之间的差值的情况下,通过周围环境的特征信息,确定天气状态,包括:Wherein, when the point cluster information of the point cluster is the difference between the value of the maximum observation distance and the value of the minimum observation distance corresponding to the point cluster, the weather state is determined through the characteristic information of the surrounding environment, including:
(1)在点簇信息中存在目标信息的情况下,确定天气状态为非正常状态,目标信息包括的差值大于或等于预设阈值。(1) When there is target information in the point cluster information, it is determined that the weather state is an abnormal state, and the difference included in the target information is greater than or equal to a preset threshold.
对于目标信息:如上所述,某一点簇的点簇信息包括该点簇中包括的数据点所对应的最大观测距离与最小观测距离的差值,若该差值大于或等于预设阈值,则该差值即为目标信息。For target information: As described above, the point cluster information of a point cluster includes the difference between the maximum observation distance and the minimum observation distance corresponding to the data points included in the point cluster. If the difference is greater than or equal to the preset threshold, then The difference is the target information.
可以理解的是,在至少一个点簇中存在一个点簇的点簇信息中包括目标信息即可确定天气状态为非正常状态。It is understandable that if the target information is included in the point cluster information in which one point cluster exists in at least one point cluster, it can be determined that the weather state is an abnormal state.
(2)在点簇信息中不存在目标信息的情况下,确定天气状态为正常状态。(2) When there is no target information in the point cluster information, it is determined that the weather state is normal.
本实施例中,通过周围环境的全局观测信息,得到周围环境的特征信息,进而根据周围环境的特征信息得到天气状态,可以准确的确定天气状态,且简单易实现。In this embodiment, the feature information of the surrounding environment is obtained through the global observation information of the surrounding environment, and then the weather state is obtained according to the feature information of the surrounding environment, which can accurately determine the weather state and is simple and easy to implement.
进一步地,若确定的天气状态为非正常状态,则可根据非正常天气的状态调整恒虚警率(constant false alarm rate,简称CFAR)的检测门限和方法,以使检测门限和方法适应于非正常状态的天气,保证在非正常状态的天气下的目标识别的可靠性;还可以用于调整跟踪(tracking)的轨迹生灭门限,以使跟踪(tracking)的轨迹生灭门限适应于非正常状态的天气,保证在非正常状态的天气下对目标跟踪的可靠性;还可以在具有多个传感器的情况下,用于调整多个传感器的检测结果在融合时的权重,以使多个传感器的检测结果在融合时的权重适应于非正常状态的天气,保证检测目标的可靠性。例如,当检测到天气处于如雨雪等特殊天气时,可以降低传感器系统中视觉传感器或激光雷达等的融合权重而提升毫米波雷达的融合权重,从而可以更好地利用毫米波雷达在异常天气下的稳定性,降低视觉传感器或激光雷达在异常天气下受到的干扰对传感器融合的影响。也就是说,准确的确定的天气状态可 以保证辅助驾驶或自动驾驶等系统中的传感器系统在雨雪等非正常天气下的工作性能。Further, if the determined weather state is an abnormal state, the constant false alarm rate (CFAR) detection threshold and method can be adjusted according to the abnormal weather state, so that the detection threshold and method can be adapted to the non-normal weather state. Normal weather ensures the reliability of target recognition under abnormal weather; it can also be used to adjust the tracking birth and death threshold to adapt the tracking birth and death threshold to abnormal The state of the weather ensures the reliability of target tracking under abnormal weather; it can also be used to adjust the weight of the detection results of multiple sensors in the fusion when there are multiple sensors, so that multiple sensors The weight of the detection results in the fusion is adapted to the abnormal weather, ensuring the reliability of the detection target. For example, when the weather is detected in special weather such as rain and snow, the fusion weight of the vision sensor or lidar in the sensor system can be reduced to increase the fusion weight of the millimeter wave radar, so that the millimeter wave radar can be better used in abnormal weather. Under the stability, reduce the influence of the interference of the vision sensor or lidar under abnormal weather on the sensor fusion. In other words, accurately determining weather conditions can ensure the performance of sensor systems in systems such as assisted driving or automatic driving under abnormal weather such as rain and snow.
此外,为了能够实时保证自动驾驶等领域的传感器系统的性能,通过全局观测信息,确定周围环境的特征信息,通过周围环境的特征信息,确定天气状态,可包括:周期性地通过相应周期对应的所述周围环境的全局观测信息,确定相应周期对应的所述周围环境的特征信息,通过相应周期对应的所述周围环境的特征信息,确定相应周期对应的天气状态。In addition, in order to be able to ensure the performance of sensor systems in areas such as automatic driving in real time, the feature information of the surrounding environment is determined through global observation information, and the weather status can be determined through the feature information of the surrounding environment, which may include: periodically passing the corresponding period The global observation information of the surrounding environment determines the characteristic information of the surrounding environment corresponding to the corresponding period, and determines the weather state corresponding to the corresponding period through the characteristic information of the surrounding environment corresponding to the corresponding period.
也就是说每间隔预设时长进行一次天气状态的确定,预设时长即为确定天气状态的周期。其中,确定天气状态的周期可为1~5s之间的任一值。That is to say, the weather state is determined once every preset time period, and the preset time period is the period for determining the weather state. Among them, the period for determining the weather state can be any value between 1 and 5s.
本实施例的方法,可以准确的确定天气状态,且简单易实现,从而可以保证辅助驾驶或自动驾驶等系统中的传感器系统在雨雪等非正常天气下的工作性能。The method of this embodiment can accurately determine the weather state, and is simple and easy to implement, thereby ensuring the working performance of the sensor system in systems such as assisted driving or automatic driving under abnormal weather such as rain and snow.
以上对本申请实施例提供的毫米波雷达天气检测的方法进行了的说明,下面对本申请实施例提供的设备进行说明。The method for detecting millimeter wave radar weather provided by the embodiment of the present application is described above, and the device provided by the embodiment of the present application is described below.
图9为本申请实施例提供的毫米波雷达的结构示意图,如图9所示,该毫米波雷达包括:处理器91和存储器92,所述存储器92存储有指令,所述处理器91用于调用所述指令,执行如下的操作:获取周围环境的全局观测信息;所述全局观测信息包括如下至少一项:全局观测速度、全局观测距离或全局观测能量;通过所述全局观测信息,确定所述周围环境的特征信息;通过所述特征信息,确定天气状态。Fig. 9 is a schematic structural diagram of a millimeter wave radar provided by an embodiment of the application. As shown in Fig. 9, the millimeter wave radar includes a processor 91 and a memory 92. The memory 92 stores instructions, and the processor 91 is configured to Call the instruction to perform the following operations: obtain global observation information of the surrounding environment; the global observation information includes at least one of the following: global observation speed, global observation distance, or global observation energy; The feature information of the surrounding environment; through the feature information, the weather state is determined.
可选地,所述处理器91在用于执行通过所述全局观测信息,确定所述周围环境的特征信息的操作时,具体用于:通过所述全局观测信息,获取快速傅氏变换FFT图谱;通过所述FFT图谱,确定所述周围环境的特征信息。Optionally, when the processor 91 is configured to perform the operation of determining the characteristic information of the surrounding environment through the global observation information, it is specifically configured to: acquire the fast Fourier transform FFT spectrum through the global observation information ; Through the FFT spectrum, determine the characteristic information of the surrounding environment.
可选地,所述全局观测信息包括所述全局观测速度;处理器91在用于执行通过所述FFT图谱,确定所述周围环境的特征信息的操作时,具体用于:对所述FFT图谱处理,得到处理后的FFT图谱,所述处理后的FFT图谱所对应的观测速度的取值为第一预设范围内的值;通过所述处理后的FFT图谱,确定所述周围环境的特征信息。Optionally, the global observation information includes the global observation speed; when the processor 91 is configured to perform the operation of determining the characteristic information of the surrounding environment through the FFT map, it is specifically configured to: Processing to obtain a processed FFT spectrum, the value of the observation speed corresponding to the processed FFT spectrum is a value within a first preset range; the characteristics of the surrounding environment are determined through the processed FFT spectrum information.
可选地,所述第一预设范围内存在零观测速度。Optionally, there is a zero observation speed in the first preset range.
可选地,所述处理器91在用于执行对所述FFT图谱处理,得到处理后 的FFT图谱的操作时,具体用于:去除所述FFT图谱的第一部分,得到所述处理后的FFT图谱,所述第一部分所对应的观测速度的取值为所述第一预设范围之外的值。Optionally, when the processor 91 is configured to process the FFT spectrum to obtain the processed FFT spectrum, it is specifically configured to: remove the first part of the FFT spectrum to obtain the processed FFT spectrum. In the graph, the value of the observation speed corresponding to the first part is a value outside the first preset range.
可选地,所述处理器91在用于执行对所述FFT图谱处理,得到处理后的FFT图谱的操作时,具体用于:对所述FFT图谱进行增强处理,得到增强FFT图谱;去除所述增强FFT图谱的第一部分,得到所述处理后的FFT图谱,所述第一部分所对应的观测速度的取值为所述第一预设范围之外的值。Optionally, when the processor 91 is configured to perform the operation of processing the FFT spectrum to obtain the processed FFT spectrum, it is specifically configured to: perform enhancement processing on the FFT spectrum to obtain an enhanced FFT spectrum; The first part of the enhanced FFT spectrum is used to obtain the processed FFT spectrum, and the value of the observation speed corresponding to the first part is a value outside the first preset range.
可选地,所述增强处理为二值化处理。Optionally, the enhancement processing is binarization processing.
可选地,所述全局观测信息包括所述全局观测能量;所述处理器91在用于执行对所述FFT图谱进行增强处理,得到增强FFT图谱的操作时,具体用于:将所述FFT图谱大于预设门限能量的取值更新为第一值,将所述FFT图谱小于预设门限能量的取值更新为第二值,得到所述增强FFT图谱。Optionally, the global observation information includes the global observation energy; when the processor 91 is configured to perform enhancement processing on the FFT spectrum to obtain an enhanced FFT spectrum, it is specifically configured to: The value of the spectrum greater than the preset threshold energy is updated to the first value, and the value of the FFT spectrum less than the preset threshold energy is updated to the second value to obtain the enhanced FFT spectrum.
可选地,所述预设门限能量基于全局观测信息能量统计分布确定。Optionally, the preset threshold energy is determined based on a statistical distribution of global observation information energy.
可选地,所述预设门限能量为全局观测信息能量统计分布中强度处于8%~15%处的任一能量。Optionally, the preset threshold energy is any energy whose intensity lies at 8% to 15% in the energy statistical distribution of the global observation information.
可选地,所述处理器91在用于执行对所述FFT图谱处理,得到处理后的FFT图谱的操作时,具体用于:去除所述FFT图谱的第一部分,得到第一FFT图谱,所述第一部分所对应的观测速度的取值为所述第一预设范围之外的值;对所述第一FFT图谱进行增强处理,得到所述处理后的FFT图谱。Optionally, when the processor 91 is configured to perform the operation of processing the FFT spectrum to obtain the processed FFT spectrum, it is specifically configured to: remove the first part of the FFT spectrum to obtain the first FFT spectrum, so The value of the observation speed corresponding to the first part is a value outside the first preset range; enhancement processing is performed on the first FFT spectrum to obtain the processed FFT spectrum.
可选地,所述增强处理为二值化处理。Optionally, the enhancement processing is binarization processing.
可选地,所述全局观测信息包括所述全局观测能量;所述处理器91在用于执行对所述第一FFT图谱进行增强处理,得到处理后的FFT图谱的操作时,具体用于:将所述第一FFT图谱大于预设门限能量的取值更新为第一值,将所述第一FFT图谱小于预设门限能量的取值更新为第二值,得到所述处理后的FFT图谱。Optionally, the global observation information includes the global observation energy; when the processor 91 is configured to perform an enhancement process on the first FFT spectrum to obtain a processed FFT spectrum, it is specifically configured to: The value of the first FFT spectrum greater than the preset threshold energy is updated to the first value, and the value of the first FFT spectrum less than the preset threshold energy is updated to the second value to obtain the processed FFT spectrum .
可选地,所述全局观测信息包括所述全局观测距离;所述处理器91在用于执行通过所述处理后的FFT图谱,确定所述周围环境的特征信息的操作时,具体用于:对所述处理后的FFT图谱中的数据点进行聚类,得到至少一个点簇;其中,所述点簇包括的数据点属于同一类,所述FFT图谱中的一个数据点对应所述全局观测信息中的一个观测信息;获取所述至少一个点簇 中的点簇的点簇信息,所述点簇信息为周围环境的特征信息。Optionally, the global observation information includes the global observation distance; when the processor 91 is configured to perform the operation of determining the characteristic information of the surrounding environment through the processed FFT spectrum, it is specifically configured to: Clustering the data points in the processed FFT spectrum to obtain at least one point cluster; wherein the data points included in the point cluster belong to the same category, and one data point in the FFT spectrum corresponds to the global observation Observation information in the information; acquiring point cluster information of a point cluster in the at least one point cluster, where the point cluster information is characteristic information of the surrounding environment.
可选地,所述处理器91在用于执行获取所述至少一个点簇中的第一点簇的第一点簇信息的操作时,具体用于:获取所述第一点簇所对应的最大观测距离的取值和最小观测距离的取值之间的差值,所述第一点簇信息包括所述差值。Optionally, when the processor 91 is configured to perform the operation of acquiring the first point cluster information of the first point cluster in the at least one point cluster, it is specifically configured to: acquire the information corresponding to the first point cluster. The difference between the value of the maximum observation distance and the value of the minimum observation distance, and the first point cluster information includes the difference.
可选地,所述处理器91在用于执行通过所述周围环境的特征信息,确定天气状态的操作时,具体用于:在所述点簇信息中存在目标信息的情况下,确定所述天气状态为非正常状态,所述目标信息包括的差值大于或等于预设阈值;在所述点簇信息中不存在目标信息的情况下,确定所述天气状态为正常状态。Optionally, when the processor 91 is configured to perform the operation of determining the weather state through the feature information of the surrounding environment, it is specifically configured to determine that the point cluster information includes target information. The weather state is an abnormal state, and the difference included in the target information is greater than or equal to a preset threshold; in the case that there is no target information in the point cluster information, it is determined that the weather state is a normal state.
可选地,所述处理器91在用于执行通过所述全局观测信息,确定所述周围环境的特征信息,通过所述特征信息,确定天气状态的操作时,具体用于:周期性地通过相应周期对应的所述周围环境的全局观测信息,确定相应周期对应的所述周围环境的特征信息,通过相应周期对应的所述周围环境的特征信息,确定相应周期对应的天气状态。Optionally, when the processor 91 is configured to perform the operation of determining the characteristic information of the surrounding environment through the global observation information, and determining the weather state through the characteristic information, it is specifically configured to: periodically pass The global observation information of the surrounding environment corresponding to the corresponding period determines the characteristic information of the surrounding environment corresponding to the corresponding period, and the weather state corresponding to the corresponding period is determined through the characteristic information of the surrounding environment corresponding to the corresponding period.
可选地,确定天气状态的周期为1~5s之间的任一值。Optionally, the period for determining the weather state is any value between 1 and 5s.
可选地,所述处理器91在用于获取周围环境的全局观测信息时,具体用于:对所述周围环境对应的回波信号进行采样,得到多个采样数据;对所述多个采样数据进行快速傅氏变换FFT,得到所述周围环境的所述全局观测信息。Optionally, when the processor 91 is used to obtain global observation information of the surrounding environment, it is specifically configured to: sample the echo signal corresponding to the surrounding environment to obtain a plurality of sampling data; The data is subjected to fast Fourier transform FFT to obtain the global observation information of the surrounding environment.
本实施例的毫米波雷达,可以用于执行上述各方法实施例中的技术方案,其实现原理和技术效果类似,此处不再赘述。The millimeter wave radar of this embodiment can be used to implement the technical solutions in the foregoing method embodiments, and its implementation principles and technical effects are similar, and will not be repeated here.
本申请实施例还提供一种可移动平台,可移动平台上搭载有图9所示的实施例中的毫米波雷达。The embodiment of the present application also provides a movable platform on which the millimeter wave radar in the embodiment shown in FIG. 9 is mounted.
图10为本申请实施例提供的另一可移动平台的结构示意图,如图10所示,该可移动平台包括:毫米波雷达101,用于获取周围环境的全局观测信息;其中,所述毫米波雷达搭载于所述可移动平台,所述全局观测信息包括如下至少一项:全局观测速度、全局观测距离或全局观测能量;处理器102,与所述毫米波雷达通信连接,用于执行如下操作:通过所述全局观测信息,确定所述周围环境的特征信息;通过所述特征信息,确定天气状态。FIG. 10 is a schematic structural diagram of another movable platform provided by an embodiment of the application. As shown in FIG. 10, the movable platform includes: a millimeter wave radar 101, which is used to obtain global observation information of the surrounding environment; The wave radar is mounted on the movable platform, and the global observation information includes at least one of the following: a global observation speed, a global observation distance, or a global observation energy; a processor 102, which is communicatively connected with the millimeter wave radar, is configured to perform the following Operation: determine the characteristic information of the surrounding environment through the global observation information; determine the weather state through the characteristic information.
可选地,所述处理器102在用于执行通过所述全局观测信息,确定所述周围环境的特征信息的操作时,具体用于:通过所述全局观测信息,获取快速傅氏变换FFT图谱;通过所述FFT图谱,确定所述周围环境的特征信息。Optionally, when the processor 102 is configured to perform the operation of determining the characteristic information of the surrounding environment through the global observation information, it is specifically configured to: acquire the fast Fourier transform FFT spectrum through the global observation information ; Through the FFT spectrum, determine the characteristic information of the surrounding environment.
可选地,所述全局观测信息包括所述全局观测速度;所述处理器102在用于执行通过所述FFT图谱,确定所述周围环境的特征信息的操作时,具体用于:对所述FFT图谱处理,得到处理后的FFT图谱,所述处理后的FFT图谱所对应的观测速度的取值为第一预设范围内的值;通过所述处理后的FFT图谱,确定所述周围环境的特征信息。Optionally, the global observation information includes the global observation speed; when the processor 102 is configured to perform the operation of determining the characteristic information of the surrounding environment through the FFT map, it is specifically configured to: FFT spectrum processing to obtain a processed FFT spectrum, the value of the observation speed corresponding to the processed FFT spectrum is a value within a first preset range; the surrounding environment is determined through the processed FFT spectrum Characteristic information.
可选地,所述第一预设范围内存在零观测速度。Optionally, there is a zero observation speed in the first preset range.
可选地,所述处理器102在用于执行对所述FFT图谱处理,得到处理后的FFT图谱的操作时,具体用于:去除所述FFT图谱的第一部分,得到所述处理后的FFT图谱,所述第一部分所对应的观测速度的取值为所述第一预设范围之外的值。Optionally, when the processor 102 is configured to perform an operation of processing the FFT spectrum to obtain a processed FFT spectrum, it is specifically configured to remove the first part of the FFT spectrum to obtain the processed FFT spectrum. In the graph, the value of the observation speed corresponding to the first part is a value outside the first preset range.
可选地,所述处理器102在用于执行对所述FFT图谱处理,得到处理后的FFT图谱的操作时,具体用于:对所述FFT图谱进行增强处理,得到增强FFT图谱;去除所述增强FFT图谱的第一部分,得到所述处理后的FFT图谱,所述第一部分所对应的观测速度的取值为所述第一预设范围之外的值。Optionally, when the processor 102 is configured to perform an operation of processing the FFT spectrum to obtain a processed FFT spectrum, it is specifically configured to: perform enhancement processing on the FFT spectrum to obtain an enhanced FFT spectrum; The first part of the enhanced FFT spectrum is used to obtain the processed FFT spectrum, and the value of the observation speed corresponding to the first part is a value outside the first preset range.
可选地,所述增强处理为二值化处理。Optionally, the enhancement processing is binarization processing.
可选地,所述全局观测信息包括所述全局观测能量;所述处理器102在用于执行对所述FFT图谱进行增强处理,得到增强FFT图谱的操作时,具体用于:将所述FFT图谱大于预设门限能量的取值更新为第一值,将所述FFT图谱小于预设门限能量的取值更新为第二值,得到所述增强FFT图谱。Optionally, the global observation information includes the global observation energy; when the processor 102 is configured to perform enhancement processing on the FFT spectrum to obtain an enhanced FFT spectrum, it is specifically configured to: The value of the spectrum greater than the preset threshold energy is updated to the first value, and the value of the FFT spectrum less than the preset threshold energy is updated to the second value to obtain the enhanced FFT spectrum.
可选地,所述预设门限能量基于全局观测信息能量统计分布确定。Optionally, the preset threshold energy is determined based on a statistical distribution of global observation information energy.
可选地,所述预设门限能量为全局观测信息能量统计分布中强度处于8%~15%处的任一能量。Optionally, the preset threshold energy is any energy whose intensity lies at 8% to 15% in the energy statistical distribution of the global observation information.
可选地,所述处理器102在用于执行对所述FFT图谱处理,得到处理后的FFT图谱的操作时,具体用于:去除所述FFT图谱的第一部分,得到第一FFT图谱,所述第一部分所对应的观测速度的取值为所述第一预设范围之外的值;对所述第一FFT图谱进行增强处理,得到所述处理后的FFT图谱。Optionally, when the processor 102 is configured to perform the operation of processing the FFT spectrum to obtain the processed FFT spectrum, it is specifically configured to: remove the first part of the FFT spectrum to obtain the first FFT spectrum, so The value of the observation speed corresponding to the first part is a value outside the first preset range; enhancement processing is performed on the first FFT spectrum to obtain the processed FFT spectrum.
可选地,所述增强处理为二值化处理。Optionally, the enhancement processing is binarization processing.
可选地,所述全局观测信息包括所述全局观测能量;所述处理器102在用于执行对所述第一FFT图谱进行增强处理,得到处理后的FFT图谱的操作时,具体用于:将所述第一FFT图谱大于预设门限能量的取值更新为第一值,将所述第一FFT图谱小于预设门限能量的取值更新为第二值,得到所述处理后的FFT图谱。Optionally, the global observation information includes the global observation energy; when the processor 102 is configured to perform enhancement processing on the first FFT map to obtain a processed FFT map, it is specifically configured to: The value of the first FFT spectrum greater than the preset threshold energy is updated to the first value, and the value of the first FFT spectrum less than the preset threshold energy is updated to the second value to obtain the processed FFT spectrum .
可选地,所述全局观测信息包括所述全局观测距离;所述处理器102在用于执行通过所述处理后的FFT图谱,确定所述周围环境的特征信息的操作时,具体用于:对所述处理后的FFT图谱中的数据点进行聚类,得到至少一个点簇;其中,所述点簇包括的数据点属于同一类,所述FFT图谱中的一个数据点对应所述全局观测信息中的一个观测信息;获取所述至少一个点簇中的点簇的点簇信息,所述点簇信息为周围环境的特征信息。Optionally, the global observation information includes the global observation distance; when the processor 102 is configured to perform the operation of determining the characteristic information of the surrounding environment through the processed FFT spectrum, it is specifically configured to: Clustering the data points in the processed FFT spectrum to obtain at least one point cluster; wherein the data points included in the point cluster belong to the same category, and one data point in the FFT spectrum corresponds to the global observation Observation information in the information; acquiring point cluster information of a point cluster in the at least one point cluster, where the point cluster information is characteristic information of the surrounding environment.
可选地,所述处理器102在用于执行获取所述至少一个点簇中的第一点簇的第一点簇信息的操作时,具体用于:获取所述第一点簇所对应的最大观测距离的取值和最小观测距离的取值之间的差值,所述第一点簇信息包括所述差值。Optionally, when the processor 102 is configured to perform the operation of acquiring the first point cluster information of the first point cluster in the at least one point cluster, it is specifically configured to: acquire the information corresponding to the first point cluster. The difference between the value of the maximum observation distance and the value of the minimum observation distance, and the first point cluster information includes the difference.
可选地,所述处理器102在用于执行通过所述周围环境的特征信息,确定天气状态的操作时,具体用于:在所述点簇信息中存在目标信息的情况下,确定所述天气状态为非正常状态,所述目标信息包括的差值大于或等于预设阈值;在所述点簇信息中不存在目标信息的情况下,确定所述天气状态为正常状态。Optionally, when the processor 102 is configured to perform the operation of determining the weather state through the feature information of the surrounding environment, it is specifically configured to: determine the target information in the point cluster information The weather state is an abnormal state, and the difference included in the target information is greater than or equal to a preset threshold; in the case that there is no target information in the point cluster information, it is determined that the weather state is a normal state.
可选地,所述处理器102在用于执行通过所述全局观测信息,确定所述周围环境的特征信息,通过所述特征信息,确定天气状态的操作时,具体用于:周期性地通过相应周期对应的所述周围环境的全局观测信息,确定相应周期对应的所述周围环境的特征信息,通过相应周期对应的所述周围环境的特征信息,确定相应周期对应的天气状态。Optionally, when the processor 102 is configured to perform the operation of determining the characteristic information of the surrounding environment through the global observation information, and determining the weather state through the characteristic information, it is specifically configured to: periodically pass The global observation information of the surrounding environment corresponding to the corresponding period determines the characteristic information of the surrounding environment corresponding to the corresponding period, and the weather state corresponding to the corresponding period is determined through the characteristic information of the surrounding environment corresponding to the corresponding period.
可选地,确定天气状态的周期为1~5s之间的任一值。Optionally, the period for determining the weather state is any value between 1 and 5s.
可选地,所述毫米波雷达在用于获取周围环境的全局观测信息时,具体用于:对所述周围环境对应的回波信号进行采样,得到多个采样数据;对所述多个采样数据进行快速傅氏变换FFT,得到所述周围环境的所述全局观测信息。Optionally, when the millimeter wave radar is used to obtain global observation information of the surrounding environment, it is specifically used to: sample the echo signal corresponding to the surrounding environment to obtain multiple sample data; The data is subjected to fast Fourier transform FFT to obtain the global observation information of the surrounding environment.
本实施例的可移动平台,可以用于执行上述各方法实施例中的技术方案,其实现原理和技术效果类似,此处不再赘述。The movable platform of this embodiment can be used to implement the technical solutions in the foregoing method embodiments, and its implementation principles and technical effects are similar, and will not be repeated here.
本领域普通技术人员可以理解:实现上述各方法实施例的全部或部分步骤可以通过程序指令相关的硬件来完成。前述的程序可以存储于一计算机可读取存储介质中。该程序在执行时,执行包括上述各方法实施例的步骤;而前述的存储介质包括:ROM、RAM、磁碟或者光盘等各种可以存储程序代码的介质。A person of ordinary skill in the art can understand that all or part of the steps in the foregoing method embodiments can be implemented by a program instructing relevant hardware. The aforementioned program can be stored in a computer readable storage medium. When the program is executed, it executes the steps including the foregoing method embodiments; and the foregoing storage medium includes: ROM, RAM, magnetic disk, or optical disk and other media that can store program codes.
最后应说明的是:以上各实施例仅用以说明本申请的技术方案,而非对其限制;尽管参照前述各实施例对本申请进行了详细的说明,本领域的普通技术人员应当理解:其依然可以对前述各实施例所记载的技术方案进行修改,或者对其中部分或者全部技术特征进行等同替换;而这些修改或者替换,并不使相应技术方案的本质脱离本申请各实施例技术方案的范围。Finally, it should be noted that the above embodiments are only used to illustrate the technical solutions of the application, not to limit them; although the application has been described in detail with reference to the foregoing embodiments, those of ordinary skill in the art should understand: It is still possible to modify the technical solutions described in the foregoing embodiments, or equivalently replace some or all of the technical features; these modifications or replacements do not make the essence of the corresponding technical solutions deviate from the technical solutions of the embodiments of the application range.
Claims (41)
- 一种毫米波雷达天气检测的方法,其特征在于,所述方法包括:A method of millimeter wave radar weather detection, characterized in that the method includes:获取周围环境的全局观测信息,其中,所述全局观测信息包括如下至少一项:全局观测速度、全局观测距离或全局观测能量;Obtain global observation information of the surrounding environment, where the global observation information includes at least one of the following: global observation speed, global observation distance, or global observation energy;通过所述全局观测信息,确定所述周围环境的特征信息;Determine the characteristic information of the surrounding environment through the global observation information;通过所述特征信息,确定天气状态。Through the feature information, the weather state is determined.
- 根据权利要求1所述的方法,其特征在于,所述通过所述全局观测信息,确定所述周围环境的特征信息,包括:The method according to claim 1, wherein the determining the characteristic information of the surrounding environment through the global observation information comprises:通过所述全局观测信息,获取快速傅氏变换FFT图谱;Obtaining a fast Fourier transform FFT spectrum through the global observation information;通过所述FFT图谱,确定所述周围环境的特征信息。Through the FFT spectrum, the characteristic information of the surrounding environment is determined.
- 根据权利要求2所述的方法,其特征在于,所述全局观测信息包括所述全局观测速度;所述通过所述FFT图谱,确定所述周围环境的特征信息,包括:The method according to claim 2, wherein the global observation information includes the global observation speed; and the determining the characteristic information of the surrounding environment through the FFT map comprises:对所述FFT图谱处理,得到处理后的FFT图谱,所述处理后的FFT图谱所对应的观测速度的取值为第一预设范围内的值;Processing the FFT spectrum to obtain a processed FFT spectrum, and the value of the observation speed corresponding to the processed FFT spectrum is a value within a first preset range;通过所述处理后的FFT图谱,确定所述周围环境的特征信息。Through the processed FFT spectrum, the characteristic information of the surrounding environment is determined.
- 根据权利要求3所述的方法,其特征在于,所述第一预设范围内存在零观测速度。The method according to claim 3, wherein there is a zero observation speed in the first preset range.
- 根据权利要求3所述的方法,其特征在于,所述对所述FFT图谱处理,得到处理后的FFT图谱,包括:The method according to claim 3, wherein the processing the FFT spectrum to obtain the processed FFT spectrum comprises:去除所述FFT图谱的第一部分,得到所述处理后的FFT图谱,所述第一部分所对应的观测速度的取值为所述第一预设范围之外的值。The first part of the FFT spectrum is removed to obtain the processed FFT spectrum, and the value of the observation speed corresponding to the first part is a value outside the first preset range.
- 根据权利要求3所述的方法,其特征在于,所述对所述FFT图谱处理,得到处理后的FFT图谱,包括:The method according to claim 3, wherein the processing the FFT spectrum to obtain the processed FFT spectrum comprises:对所述FFT图谱进行增强处理,得到增强FFT图谱;Performing enhancement processing on the FFT spectrum to obtain an enhanced FFT spectrum;去除所述增强FFT图谱的第一部分,得到所述处理后的FFT图谱,所述第一部分所对应的观测速度的取值为所述第一预设范围之外的值。The first part of the enhanced FFT spectrum is removed to obtain the processed FFT spectrum, and the value of the observation speed corresponding to the first part is a value outside the first preset range.
- 根据权利要求6所述的方法,其特征在于,所述增强处理为二值化处理。The method according to claim 6, wherein the enhancement processing is binarization processing.
- 根据权利要求6或7所述的方法,其特征在于,所述全局观测信息包 括所述全局观测能量;对所述FFT图谱进行增强处理,得到增强FFT图谱,包括:The method according to claim 6 or 7, wherein the global observation information includes the global observation energy; and performing enhancement processing on the FFT map to obtain an enhanced FFT map includes:将所述FFT图谱大于预设门限能量的取值更新为第一值,将所述FFT图谱小于预设门限能量的取值更新为第二值,得到所述增强FFT图谱。The value of the FFT spectrum greater than the preset threshold energy is updated to the first value, and the value of the FFT spectrum less than the preset threshold energy is updated to the second value to obtain the enhanced FFT spectrum.
- 根据权利要求8所述的方法,其特征在于,所述预设门限能量基于全局观测信息能量统计分布确定。The method according to claim 8, wherein the preset threshold energy is determined based on a statistical distribution of global observation information energy.
- 根据权利要求9所述的方法,其特征在于,所述预设门限能量为全局观测信息能量统计分布中强度处于8%~15%处的任一能量。The method according to claim 9, wherein the preset threshold energy is any energy at an intensity of 8% to 15% in the energy statistical distribution of the global observation information.
- 根据权利要求3所述的方法,其特征在于,所述对所述FFT图谱处理,得到处理后的FFT图谱,包括:The method according to claim 3, wherein the processing the FFT spectrum to obtain the processed FFT spectrum comprises:去除所述FFT图谱的第一部分,得到第一FFT图谱,所述第一部分所对应的观测速度的取值为所述第一预设范围之外的值;Removing the first part of the FFT spectrum to obtain a first FFT spectrum, and the value of the observation speed corresponding to the first part is a value outside the first preset range;对所述第一FFT图谱进行增强处理,得到所述处理后的FFT图谱。The enhancement processing is performed on the first FFT spectrum to obtain the processed FFT spectrum.
- 根据权利要求11所述的方法,其特征在于,所述增强处理为二值化处理。The method according to claim 11, wherein the enhancement processing is binarization processing.
- 根据权利要求11或12所述的方法,其特征在于,所述全局观测信息包括所述全局观测能量;所述对所述第一FFT图谱进行增强处理,得到处理后的FFT图谱,包括:The method according to claim 11 or 12, wherein the global observation information includes the global observation energy; and the performing enhancement processing on the first FFT spectrum to obtain a processed FFT spectrum comprises:将所述第一FFT图谱大于预设门限能量的取值更新为第一值,将所述第一FFT图谱小于预设门限能量的取值更新为第二值,得到所述处理后的FFT图谱。The value of the first FFT spectrum greater than the preset threshold energy is updated to the first value, and the value of the first FFT spectrum less than the preset threshold energy is updated to the second value to obtain the processed FFT spectrum .
- 根据权利要求3所述的方法,其特征在于,所述全局观测信息包括所述全局观测距离;所述通过所述处理后的FFT图谱,确定所述周围环境的特征信息,包括:The method according to claim 3, wherein the global observation information includes the global observation distance; and the determining the characteristic information of the surrounding environment through the processed FFT spectrum comprises:对所述处理后的FFT图谱中的数据点进行聚类,得到至少一个点簇;其中,所述点簇包括的数据点属于同一类,所述FFT图谱中的一个数据点对应所述全局观测信息中的一个观测信息;Clustering the data points in the processed FFT spectrum to obtain at least one point cluster; wherein the data points included in the point cluster belong to the same category, and one data point in the FFT spectrum corresponds to the global observation One observation in the information;获取所述至少一个点簇中的点簇的点簇信息,所述点簇信息为所述周围环境的特征信息。Acquire point cluster information of a point cluster in the at least one point cluster, where the point cluster information is characteristic information of the surrounding environment.
- 根据权利要求14所述的方法,其特征在于,所述获取所述至少一 个点簇中的第一点簇的第一点簇信息,包括:The method according to claim 14, wherein the acquiring first point cluster information of a first point cluster in the at least one point cluster comprises:获取所述第一点簇所对应的最大观测距离的取值和最小观测距离的取值之间的差值,所述第一点簇信息包括所述差值。The difference between the value of the maximum observation distance and the value of the minimum observation distance corresponding to the first point cluster is acquired, and the first point cluster information includes the difference value.
- 根据权利要求15所述的方法,其特征在于,所述通过所述周围环境的特征信息,确定天气状态,包括:The method according to claim 15, wherein the determining the weather state through the characteristic information of the surrounding environment comprises:在所述点簇信息中存在目标信息的情况下,确定所述天气状态为非正常状态,所述目标信息包括的差值大于或等于预设阈值;In the case that there is target information in the point cluster information, determining that the weather state is an abnormal state, and the difference included in the target information is greater than or equal to a preset threshold;在所述点簇信息中不存在目标信息的情况下,确定所述天气状态为正常状态。If there is no target information in the point cluster information, it is determined that the weather state is a normal state.
- 根据权利要求1所述的方法,其特征在于,所述通过所述全局观测信息,确定所述周围环境的特征信息,通过所述特征信息,确定天气状态,包括:The method according to claim 1, wherein the determining characteristic information of the surrounding environment through the global observation information, and determining the weather state through the characteristic information comprises:周期性地通过相应周期对应的所述周围环境的全局观测信息,确定相应周期对应的所述周围环境的特征信息,通过相应周期对应的所述周围环境的特征信息,确定相应周期对应的天气状态。Periodically determine the characteristic information of the surrounding environment corresponding to the corresponding period through the global observation information of the surrounding environment corresponding to the corresponding period, and determine the weather state corresponding to the corresponding period through the characteristic information of the surrounding environment corresponding to the corresponding period .
- 根据权利要求17所述的方法,其特征在于,确定天气状态的周期为1~5s之间的任一值。The method according to claim 17, wherein the period of determining the weather state is any value between 1 and 5s.
- 根据权利要求1所述的方法,其特征在于,所述获取周围环境的全局观测信息,包括:The method according to claim 1, wherein said acquiring global observation information of the surrounding environment comprises:对所述周围环境对应的回波信号进行采样,得到多个采样数据;Sampling the echo signal corresponding to the surrounding environment to obtain multiple sampling data;对所述多个采样数据进行快速傅氏变换FFT,得到所述周围环境的所述全局观测信息。Fast Fourier transform FFT is performed on the multiple sample data to obtain the global observation information of the surrounding environment.
- 一种可移动平台,其特征在于,包括:毫米波雷达,用于获取周围环境的全局观测信息;其中,所述毫米波雷达搭载于所述可移动平台,所述全局观测信息包括如下至少一项:全局观测速度、全局观测距离或全局观测能量;A movable platform, characterized by comprising: a millimeter wave radar for obtaining global observation information of the surrounding environment; wherein the millimeter wave radar is mounted on the movable platform, and the global observation information includes at least one of the following Item: global observation speed, global observation distance or global observation energy;处理器,与所述毫米波雷达通信连接,用于执行如下操作:The processor is in communication connection with the millimeter wave radar, and is configured to perform the following operations:通过所述全局观测信息,确定所述周围环境的特征信息;Determine the characteristic information of the surrounding environment through the global observation information;通过所述特征信息,确定天气状态。Through the feature information, the weather state is determined.
- 根据权利要求20所述的可移动平台,其特征在于,所述处理器在用 于执行通过所述全局观测信息,确定所述周围环境的特征信息的操作时,具体用于:The mobile platform according to claim 20, wherein when the processor is used to perform the operation of determining the characteristic information of the surrounding environment through the global observation information, it is specifically used to:通过所述全局观测信息,获取快速傅氏变换FFT图谱;Obtaining a fast Fourier transform FFT spectrum through the global observation information;通过所述FFT图谱,确定所述周围环境的特征信息。Through the FFT spectrum, the characteristic information of the surrounding environment is determined.
- 根据权利要求21所述的可移动平台,其特征在于,所述全局观测信息包括所述全局观测速度;所述处理器在用于执行通过所述FFT图谱,确定所述周围环境的特征信息的操作时,具体用于:The mobile platform according to claim 21, wherein the global observation information includes the global observation speed; the processor is configured to perform the determination of the characteristic information of the surrounding environment through the FFT atlas During operation, it is specifically used for:对所述FFT图谱处理,得到处理后的FFT图谱,所述处理后的FFT图谱所对应的观测速度的取值为第一预设范围内的值;Processing the FFT spectrum to obtain a processed FFT spectrum, and the value of the observation speed corresponding to the processed FFT spectrum is a value within a first preset range;通过所述处理后的FFT图谱,确定所述周围环境的特征信息。Through the processed FFT spectrum, the characteristic information of the surrounding environment is determined.
- 根据权利要求22所述的可移动平台,其特征在于,所述第一预设范围内存在零观测速度。The movable platform according to claim 22, wherein there is a zero observation speed in the first preset range.
- 根据权利要求22所述的可移动平台,其特征在于,所述处理器在用于执行对所述FFT图谱处理,得到处理后的FFT图谱的操作时,具体用于:The mobile platform according to claim 22, wherein, when the processor is used to process the FFT spectrum to obtain the processed FFT spectrum, it is specifically configured to:去除所述FFT图谱的第一部分,得到所述处理后的FFT图谱,所述第一部分所对应的观测速度的取值为所述第一预设范围之外的值。The first part of the FFT spectrum is removed to obtain the processed FFT spectrum, and the value of the observation speed corresponding to the first part is a value outside the first preset range.
- 根据权利要求22所述的可移动平台,其特征在于,所述处理器在用于执行对所述FFT图谱处理,得到处理后的FFT图谱的操作时,具体用于:The mobile platform according to claim 22, wherein, when the processor is used to process the FFT spectrum to obtain the processed FFT spectrum, it is specifically configured to:对所述FFT图谱进行增强处理,得到增强FFT图谱;Performing enhancement processing on the FFT spectrum to obtain an enhanced FFT spectrum;去除所述增强FFT图谱的第一部分,得到所述处理后的FFT图谱,所述第一部分所对应的观测速度的取值为所述第一预设范围之外的值。The first part of the enhanced FFT spectrum is removed to obtain the processed FFT spectrum, and the value of the observation speed corresponding to the first part is a value outside the first preset range.
- 根据权利要求25所述的可移动平台,其特征在于,所述增强处理为二值化处理。The mobile platform according to claim 25, wherein the enhancement processing is binarization processing.
- 根据权利要求25或26所述的可移动平台,其特征在于,所述全局观测信息包括所述全局观测能量;所述处理器在用于执行对所述FFT图谱进行增强处理,得到增强FFT图谱的操作时,具体用于:The mobile platform according to claim 25 or 26, wherein the global observation information includes the global observation energy; the processor is used to perform enhancement processing on the FFT spectrum to obtain an enhanced FFT spectrum When operating, specifically used for:将所述FFT图谱大于预设门限能量的取值更新为第一值,将所述FFT图谱小于预设门限能量的取值更新为第二值,得到所述增强FFT图谱。The value of the FFT spectrum greater than the preset threshold energy is updated to the first value, and the value of the FFT spectrum less than the preset threshold energy is updated to the second value to obtain the enhanced FFT spectrum.
- 根据权利要求27所述的可移动平台,其特征在于,所述预设门限能量基于全局观测信息能量统计分布确定。The movable platform according to claim 27, wherein the preset threshold energy is determined based on the energy statistical distribution of global observation information.
- 根据权利要求28所述的可移动平台,其特征在于,所述预设门限能量为全局观测信息能量统计分布中强度处于8%~15%处的任一能量。The mobile platform according to claim 28, wherein the preset threshold energy is any energy at an intensity of 8% to 15% in the energy statistical distribution of the global observation information.
- 根据权利要求22所述的可移动平台,其特征在于,所述处理器在用于执行对所述FFT图谱处理,得到处理后的FFT图谱的操作时,具体用于:The mobile platform according to claim 22, wherein, when the processor is used to process the FFT spectrum to obtain the processed FFT spectrum, it is specifically configured to:去除所述FFT图谱的第一部分,得到第一FFT图谱,所述第一部分所对应的观测速度的取值为所述第一预设范围之外的值;Removing the first part of the FFT spectrum to obtain a first FFT spectrum, and the value of the observation speed corresponding to the first part is a value outside the first preset range;对所述第一FFT图谱进行增强处理,得到所述处理后的FFT图谱。The enhancement processing is performed on the first FFT spectrum to obtain the processed FFT spectrum.
- 根据权利要求30所述的可移动平台,其特征在于,所述增强处理为二值化处理。The movable platform according to claim 30, wherein the enhancement processing is binarization processing.
- 根据权利要求30或31所述的可移动平台,其特征在于,所述全局观测信息包括所述全局观测能量;所述处理器在用于执行对所述第一FFT图谱进行增强处理,得到处理后的FFT图谱的操作时,具体用于:The mobile platform according to claim 30 or 31, wherein the global observation information includes the global observation energy; and the processor is used to perform enhancement processing on the first FFT spectrum to obtain processing The operation of the latter FFT spectrum is specifically used for:将所述第一FFT图谱大于预设门限能量的取值更新为第一值,将所述第一FFT图谱小于预设门限能量的取值更新为第二值,得到所述处理后的FFT图谱。The value of the first FFT spectrum greater than the preset threshold energy is updated to the first value, and the value of the first FFT spectrum less than the preset threshold energy is updated to the second value to obtain the processed FFT spectrum .
- 根据权利要求22所述的可移动平台,其特征在于,所述全局观测信息包括所述全局观测距离;所述处理器在用于执行通过所述处理后的FFT图谱,确定所述周围环境的特征信息的操作时,具体用于:The mobile platform according to claim 22, wherein the global observation information includes the global observation distance; the processor is used to execute the processed FFT spectrum to determine the surrounding environment When operating characteristic information, it is specifically used to:对所述处理后的FFT图谱中的数据点进行聚类,得到至少一个点簇;其中,所述点簇包括的数据点属于同一类,所述FFT图谱中的一个数据点对应所述全局观测信息中的一个观测信息;Clustering the data points in the processed FFT spectrum to obtain at least one point cluster; wherein the data points included in the point cluster belong to the same category, and one data point in the FFT spectrum corresponds to the global observation One observation in the information;获取所述至少一个点簇中的点簇的点簇信息,所述点簇信息为周围环境的特征信息。Acquire point cluster information of a point cluster in the at least one point cluster, where the point cluster information is characteristic information of a surrounding environment.
- 根据权利要求33所述的可移动平台,其特征在于,所述处理器在用于执行获取所述至少一个点簇中的第一点簇的第一点簇信息的操作时,具体用于:The movable platform according to claim 33, wherein, when the processor is used to perform the operation of acquiring the first point cluster information of the first point cluster in the at least one point cluster, it is specifically configured to:获取所述第一点簇所对应的最大观测距离的取值和最小观测距离的取值之间的差值,所述第一点簇信息包括所述差值。The difference between the maximum observation distance and the minimum observation distance corresponding to the first point cluster is acquired, and the first point cluster information includes the difference.
- 根据权利要求34所述的可移动平台,其特征在于,所述处理器在用于执行通过所述周围环境的特征信息,确定天气状态的操作时,具体用于:The mobile platform according to claim 34, wherein when the processor is used to perform the operation of determining the weather state through the characteristic information of the surrounding environment, it is specifically used to:在所述点簇信息中存在目标信息的情况下,确定所述天气状态为非正常状态,所述目标信息包括的差值大于或等于预设阈值;In the case that there is target information in the point cluster information, determining that the weather state is an abnormal state, and the difference included in the target information is greater than or equal to a preset threshold;在所述点簇信息中不存在目标信息的情况下,确定所述天气状态为正常状态。If there is no target information in the point cluster information, it is determined that the weather state is a normal state.
- 根据权利要求20所述的可移动平台,其特征在于,所述处理器在用于执行通过所述全局观测信息,确定所述周围环境的特征信息,通过所述特征信息,确定天气状态的操作时,具体用于:The mobile platform of claim 20, wherein the processor is configured to perform an operation of determining characteristic information of the surrounding environment through the global observation information, and determining the weather state through the characteristic information When, specifically used for:周期性地通过相应周期对应的所述周围环境的全局观测信息,确定相应周期对应的所述周围环境的特征信息,通过相应周期对应的所述周围环境的特征信息,确定相应周期对应的天气状态。Periodically determine the characteristic information of the surrounding environment corresponding to the corresponding period through the global observation information of the surrounding environment corresponding to the corresponding period, and determine the weather state corresponding to the corresponding period through the characteristic information of the surrounding environment corresponding to the corresponding period .
- 根据权利要求36所述的可移动平台,其特征在于,确定天气状态的周期为1~5s之间的任一值。The mobile platform according to claim 36, wherein the period for determining the weather state is any value between 1 and 5s.
- 根据权利要求20所述的可移动平台,其特征在于,所述毫米波雷达在用于获取周围环境的全局观测信息时,具体用于:The mobile platform according to claim 20, wherein when the millimeter wave radar is used to obtain global observation information of the surrounding environment, it is specifically used for:对所述周围环境对应的回波信号进行采样,得到多个采样数据;Sampling the echo signal corresponding to the surrounding environment to obtain multiple sampling data;对所述多个采样数据进行快速傅氏变换FFT,得到所述周围环境的所述全局观测信息。Fast Fourier transform FFT is performed on the multiple sample data to obtain the global observation information of the surrounding environment.
- 一种毫米波雷达,其特征在于,包括:存储器和处理器;所述存储器和所述处理器连接;A millimeter wave radar, characterized by comprising: a memory and a processor; the memory and the processor are connected;所述存储器,用于存储程序命令;The memory is used to store program commands;所述处理器,用于在程序命令被执行时,实现权利要求1-19中任一项所述的方法。The processor is configured to implement the method according to any one of claims 1-19 when a program command is executed.
- 一种可移动平台,其特征在于,所述可移动平台上搭载有权利要求39所述的毫米波雷达。A movable platform, characterized in that the millimeter wave radar of claim 39 is mounted on the movable platform.
- 一种计算机可读存储介质,包括程序或指令,当所述程序或指令在计算机上运行时,权利要求1~19任一所述的方法被执行。A computer-readable storage medium, comprising a program or instruction, when the program or instruction runs on a computer, the method according to any one of claims 1-19 is executed.
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