CN117826084A - A detection method for judging whether a millimeter-wave radar is blocked based on target distance and angle - Google Patents
A detection method for judging whether a millimeter-wave radar is blocked based on target distance and angle Download PDFInfo
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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
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- G—PHYSICS
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- 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
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- G01S7/00—Details of systems according to groups G01S13/00, G01S15/00, G01S17/00
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Abstract
本发明提供一种基于目标距离和角度判断毫米波雷达是否被遮挡的检测方法。它包括步骤1:获取异物直接覆盖下毫米波雷达原始ADC数据并进行标准的雷达信号处理,得到目标距离和角度值,并统计遮挡物对应目标的距离和角度值分布,得到最大距离值和最大角度值;步骤2:对步骤1进行多次量化,以得到各实验值的距离均值和角度均值,并设定距离阈值和角度阈值;步骤3:获取当前时刻毫米波雷达原始ADC数据,对ADC数据进行标准的雷达信号处理,得到当前的目标距离值和角度值;步骤4:判断雷达当前时刻是否检出了距离小于距离阈值的目标,如果没有,则认为没有被遮挡;如果距离值小于距离阈值且角度小于角度阈值,则认为该目标为遮挡物,并判断雷达被遮挡。
The present invention provides a detection method for judging whether a millimeter-wave radar is blocked based on target distance and angle. It includes step 1: obtaining the original ADC data of the millimeter-wave radar directly covered by foreign objects and performing standard radar signal processing to obtain the target distance and angle value, and statistically analyzing the distribution of the distance and angle values of the target corresponding to the blocking object to obtain the maximum distance value and the maximum angle value; step 2: quantifying step 1 multiple times to obtain the distance mean and angle mean of each experimental value, and setting the distance threshold and angle threshold; step 3: obtaining the original ADC data of the millimeter-wave radar at the current moment, performing standard radar signal processing on the ADC data, and obtaining the current target distance value and angle value; step 4: judging whether the radar has detected a target with a distance less than the distance threshold at the current moment, if not, it is considered that it is not blocked; if the distance value is less than the distance threshold and the angle is less than the angle threshold, it is considered that the target is an obstruction, and the radar is judged to be blocked.
Description
技术领域Technical Field
本发明涉及雷达技术领域,特别是涉及一种基于雷达检测到的目标距离和角度值来确定遮挡物,并进而判断雷达是否被遮挡的方法。The present invention relates to the field of radar technology, and in particular to a method for determining an obstruction based on a target distance and an angle value detected by a radar, and further determining whether the radar is obstructed.
背景技术Background technique
毫米波雷达作为智能驾驶汽车环境感知的传感器之一,因其所特有的全天候、全天时、低成本、具备实时测速能力等优势而得到广泛应用。在实际应用中,毫米波雷达一般被安装在汽车的保险杠内,覆盖雷达的保险杠一般会在材料选取、表面处理以及安装角度上经过特殊的设计以保证雷达电磁波具备良好的透过性,尽量减少对电磁波能量的衰减以及波束的扭曲。但是在车辆长期的使用过程中,湿雪、污泥或其他遮挡物可能会覆盖在雷达面向的保险杠表面,此时会影响雷达对车辆外界环境的感知,严重遮挡时雷达甚至会丧失对周围环境目标的检测能力。As one of the sensors for intelligent driving car environment perception, millimeter wave radar is widely used due to its unique advantages of all-weather, all-day, low cost, and real-time speed measurement capabilities. In actual applications, millimeter wave radar is generally installed in the bumper of the car. The bumper covering the radar is generally specially designed in terms of material selection, surface treatment, and installation angle to ensure that the radar electromagnetic wave has good permeability and minimize the attenuation of electromagnetic wave energy and the distortion of the beam. However, during the long-term use of the vehicle, wet snow, mud or other obstructions may cover the surface of the bumper facing the radar, which will affect the radar's perception of the vehicle's external environment. When severely obstructed, the radar may even lose the ability to detect targets in the surrounding environment.
惠州市德赛西威智能交通技术研究院有限公司.一种基于目标识别的车载毫米波雷达遮挡状态的检测方法.所述方法为基于本车车速信息利用毫米波雷达对地面反射与环境绝对静止反射体的可检测距离,分别分析毫米波雷达正前方保险杠处有异物遮挡情况和无异物遮挡情况。Huizhou Desay SV Intelligent Transportation Technology Research Institute Co., Ltd. A method for detecting the obstruction status of a vehicle-mounted millimeter-wave radar based on target recognition. The method uses the detectable distance between the millimeter-wave radar's ground reflection and the absolutely stationary reflector in the environment based on the vehicle speed information, and analyzes the situation where there is foreign object obstruction and the situation where there is no foreign object obstruction at the bumper directly in front of the millimeter-wave radar.
惠州市德赛西威智能交通技术研究院有限公司.一种基于幅度变化率分析的车载毫米波雷达遮挡检测方法.分别获取异物直接覆盖条件下和无异物直接覆盖条件下的毫米波雷达多个通道的时域回波信号的FFT的幅度变化特征统计分析,根据该FFT的幅度变化特征统计分析结果与当前时刻的毫米波雷达多个通道时域回波信号的FFT幅度变化特征统计分析结果判断毫米波雷达是否被遮挡。Huizhou Desay SV Intelligent Transportation Technology Research Institute Co., Ltd. A vehicle-mounted millimeter-wave radar obstruction detection method based on amplitude change rate analysis. Obtain the FFT amplitude change characteristic statistical analysis of the time domain echo signals of multiple channels of the millimeter-wave radar under the conditions of direct coverage by foreign objects and without direct coverage by foreign objects, and judge whether the millimeter-wave radar is obstructed based on the FFT amplitude change characteristic statistical analysis results and the FFT amplitude change characteristic statistical analysis results of the time domain echo signals of multiple channels of the millimeter-wave radar at the current moment.
以上两种方法主要基于雷达被遮挡时的检测结果的差异来对雷达是否被遮挡进行判断,但是这些方法存在对于一些特殊场景下误判的可能,比如当车辆处于空旷环境下,因为此时环境中的目标数量少,与雷达被遮挡时的情况类似,此时单纯基于目标数量作判断会导致误判。本专利提出了一种基于距离和角度对遮挡物直接进行检测从而判定雷达是否被遮挡的方法。The above two methods mainly judge whether the radar is blocked based on the difference in detection results when the radar is blocked. However, these methods may misjudge in some special scenarios, such as when the vehicle is in an open environment, because the number of targets in the environment is small, which is similar to the situation when the radar is blocked. At this time, judging based solely on the number of targets will lead to misjudgment. This patent proposes a method to directly detect the obstruction based on distance and angle to determine whether the radar is blocked.
发明内容Summary of the invention
有鉴于此,本申请提供了一种基于目标距离和角度判断毫米波雷达是否被遮挡的方法。In view of this, the present application provides a method for determining whether a millimeter-wave radar is blocked based on target distance and angle.
为解决上述技术问题,本发明的技术方案如下:In order to solve the above technical problems, the technical solution of the present invention is as follows:
一种基于目标距离和角度判断毫米波雷达是否被遮挡的方法,包括如下步骤:A method for determining whether a millimeter-wave radar is blocked based on target distance and angle comprises the following steps:
步骤1:获取异物直接覆盖下毫米波雷达的原始ADC数据并进行标准的雷达信号处理,得到各目标的距离和角度值,并统计好遮挡物对应目标的距离和角度值的分布,得到其最大距离值和最大角度值;Step 1: Obtain the original ADC data of the millimeter-wave radar under direct coverage of foreign objects and perform standard radar signal processing to obtain the distance and angle values of each target, and then count the distribution of the distance and angle values of the target corresponding to the obstruction to obtain its maximum distance value and maximum angle value;
步骤2:对步骤1进行多次量化,以计算得到各实验值的距离均值和角度均值,并设定距离阈值和角度阈值;Step 2: quantify step 1 multiple times to calculate the distance mean and angle mean of each experimental value, and set the distance threshold and angle threshold;
步骤3:获取当前时刻毫米波雷达的原始ADC数据,对ADC数据进行标准的雷达信号处理,得到当前环境下的目标距离值和角度值;Step 3: Obtain the original ADC data of the millimeter-wave radar at the current moment, perform standard radar signal processing on the ADC data, and obtain the target distance value and angle value in the current environment;
步骤4:判断雷达当前时刻是否检出了距离小于距离阈值的目标,如果没有,则认为没有被遮挡;如果距离值小于距离阈值且角度小于角度阈值,则认为该目标为遮挡物,并判断雷达被遮挡了;Step 4: Determine whether the radar has detected a target whose distance is less than the distance threshold at the current moment. If not, it is considered that there is no obstruction; if the distance value is less than the distance threshold and the angle is less than the angle threshold, the target is considered to be an obstruction and the radar is determined to be obstructed;
步骤1具体内容如下:在雷达一帧的收发下,由接收天线采集到的各个通道的原始ADC数据经过2D-FFT完成距离和速度维度的压缩,随后在通道维度进行非相干累积,将累积后的数据矩阵进行恒虚警(CFAR)算法检测后可以检测出目标,且此时可以得到各个目标的距离、速度信息,随后对这些目标进行角度估计(DOA),完成对目标的距离、速度、角度测量。The specific contents of step 1 are as follows: Under the transmission and reception of a radar frame, the original ADC data of each channel collected by the receiving antenna is compressed in the distance and speed dimensions through 2D-FFT, and then incoherently accumulated in the channel dimension. The accumulated data matrix is subjected to constant false alarm (CFAR) algorithm detection to detect the target, and the distance and speed information of each target can be obtained at this time. Then, the angle estimation (DOA) of these targets is performed to complete the distance, speed and angle measurement of the target.
步骤2具体内容如下:当雷达被遮挡时,遮挡物处在贴近汽车保险盖的位置,遮挡物对应的目标目标距离必然很小,且因为其处于雷达的正前方,检测出的目标角度值应该接近于00 。由多组实验得到的目标距离和角度统计值,设定最大距离值阈值R0和最大角度值阈值α0,两阈值的设置可以等于或略大于多次实验下统计的均值Rmean和αmean。The specific content of step 2 is as follows: When the radar is blocked, the blocker is close to the car hood, the target distance corresponding to the blocker must be very small, and because it is directly in front of the radar, the detected target angle value should be close to 0 0. The target distance and angle statistics obtained from multiple groups of experiments set the maximum distance value threshold R0 and the maximum angle value threshold α0. The two thresholds can be set equal to or slightly larger than the statistical means Rmean and αmean under multiple experiments.
本发明通过对雷达检测到的目标距离和角度值进行统计分析,以对毫米波雷达的遮挡物情况进行判断,从而有效地实现了车载毫米波雷达的遮挡状况检测,该方法简单有效,对算力要求低,保证了车载毫米波雷达系统对环境的感知能力,且满足应用实时性的要求。The present invention performs statistical analysis on the target distance and angle values detected by the radar to judge the obstruction of the millimeter-wave radar, thereby effectively realizing the obstruction condition detection of the vehicle-mounted millimeter-wave radar. The method is simple and effective, has low requirements on computing power, ensures the vehicle-mounted millimeter-wave radar system's ability to perceive the environment, and meets the real-time requirements of the application.
附图说明BRIEF DESCRIPTION OF THE DRAWINGS
图1为本专利方案流程图Figure 1 is a flow chart of this patent solution
图2为数据预处理流程图Figure 2 is a flowchart of data preprocessing
图3为信号处理流程图Figure 3 is a signal processing flow chart
图4为测量示意图Figure 4 is a measurement diagram
具体实施方案Specific implementation plan
一种基于目标距离和角度判断毫米波雷达被遮挡的方法,利用毫米波雷达对遮挡物可检测距离与角度值检测,分别分析毫米波雷达正前方保险杠处有异物遮挡情况和无异物遮挡两种情况,通过事先基于实验统计结果得到的遮挡时遮挡物的距离和角度统计规律,预设距离、角度阈值,并基于该阈值与实时遮挡检测过程中的实际距离与角度值比对,从而确认结果的一种检测方法。该方法简单,有效,对算力要求低,保证了车载毫米波雷达系统对环境的感知能力,且满足应用实时性的要求。A method for judging whether a millimeter-wave radar is blocked based on target distance and angle, using the millimeter-wave radar to detect the detectable distance and angle value of the obstruction, respectively analyzing the two situations of foreign object obstruction and no foreign object obstruction at the bumper directly in front of the millimeter-wave radar, presetting the distance and angle thresholds based on the statistical laws of the distance and angle of the obstruction during the obstruction obtained in advance based on experimental statistical results, and comparing the thresholds with the actual distance and angle values in the real-time obstruction detection process to confirm the results. This method is simple, effective, and has low computing power requirements, ensuring the vehicle-mounted millimeter-wave radar system's ability to perceive the environment and meeting the real-time requirements of the application.
上述车载毫米波雷达遮挡状态的检测方法的步骤如下:The steps of the above-mentioned method for detecting the shielding state of the vehicle-mounted millimeter-wave radar are as follows:
步骤一,汽车启动后,在毫米波雷达有异物遮挡的情况下,获取当前遮挡情况下对应速度维度上毫米波雷达可检测的距离值、角度值;此步骤是作为量化分析,通过分析有异物遮挡的情况,目的是为了获取相应的算法阈值。统计遮挡物对应目标的距离和角度值的分布,得到其最大距离值Ri和角度值αi具体的说,可以对雷达的发射信号数据和接收信号数据进行混频处理,得到混频信号,对该混频信号进行距离维傅里叶变换和角度傅里叶变换,得到距离数据值和角度数据值。Step 1: After the car starts, if the millimeter-wave radar is blocked by foreign objects, obtain the distance and angle values that the millimeter-wave radar can detect in the corresponding speed dimension under the current blocking condition; this step is a quantitative analysis, and the purpose is to obtain the corresponding algorithm threshold by analyzing the situation of foreign object blocking. Statistically calculate the distribution of the distance and angle values of the target corresponding to the blocking object to obtain its maximum distance value Ri and angle value αi. Specifically, the radar's transmission signal data and reception signal data can be mixed to obtain a mixed signal, and the mixed signal can be subjected to distance dimension Fourier transform and angle Fourier transform to obtain the distance data value and angle data value.
步骤二,重复步骤一进行多次量化,当雷达被遮挡时,遮挡物处在贴近汽车保险盖的位置,遮挡物对应的目标距离必然很小,且因为其处于雷达的正前方,这些被检测出来的目标角度值应该都接近于0o。通过采集雷达被遮挡下这些遮挡物对应的目标距离和统计规律,设定最大距离阈值Ro和最大角度值阈值αo,这两阈值的设置可以等于或略大于多次实验下统计的均值Rmean和αmean。Step 2: Repeat step 1 for multiple quantizations. When the radar is blocked, the blockage is close to the car hood. The target distance corresponding to the blockage must be very small, and because it is directly in front of the radar, the angle values of the detected targets should be close to 0 ° . By collecting the target distances and statistical laws corresponding to these blockages when the radar is blocked, the maximum distance threshold Ro and the maximum angle threshold αo are set. The two thresholds can be set equal to or slightly larger than the statistical means Rmean and αmean under multiple experiments.
上述步骤二中基于阈值确认结果的实现方式如下:The implementation method of the threshold-based confirmation result in the above step 2 is as follows:
获取实际场景中毫米波雷达检测到的距离值和角度值,在得到距离阈值Ro和角度阈值αo后,首先判断雷达在该时刻下是否检出了距离小于Ro的目标,如果没有,我们认为雷达没有被遮挡,如果存在距离小于Ro的目标,且该目标的角度小于角度阈值αo,我们认为该目标为遮挡物,并判断雷达被遮挡了。Get the distance and angle values detected by the millimeter-wave radar in the actual scene. After obtaining the distance threshold Ro and the angle threshold αo, first determine whether the radar has detected a target with a distance less than Ro at this moment. If not, we believe that the radar is not blocked. If there is a target with a distance less than Ro and the angle of the target is less than the angle threshold αo, we believe that the target is an obstruction and determine that the radar is blocked.
以上实施方式仅用于说明本发明,而并非对本发明的限制,有关技术领域的普通人员,在不脱离本发明的精神和范围的情况下,还可以做出各种变化和变形。因此,所有等同的技术方案也属于本发明的范畴,本发明的专利保护范围应由权利要求限定。The above embodiments are only used to illustrate the present invention, but not to limit the present invention. Ordinary persons in the relevant technical field can make various changes and modifications without departing from the spirit and scope of the present invention. Therefore, all equivalent technical solutions also belong to the scope of the present invention, and the patent protection scope of the present invention should be defined by the claims.
本发明未详尽描述的技术内容均为公知技术。The technical contents not described in detail in the present invention are all known technologies.
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