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激光散射背景下的目标识别方法研究
其他题名Research on target recognition method in laser scattering background
赵雪
学位类型硕士
导师李祝莲
2018-07-01
学位授予单位中国科学院大学
学位授予地点北京
学位专业天体测量与天体力学
关键词激光测距 图像分割 边缘检测 直线拟合 激光光尖识别
摘要卫星激光测距技术是涵盖了很多学科领域(如天体测量、激光、微光探测、卫星轨道)的空间精密测量技术,从提出到现在经过了一系列的发展,在空间大地测量领域发挥着越来越重要的作用。激光测距观测站需对其测距系统进行进不断地完善来提高观测效率。 因在激光测距系统中有强激光后向散射,影响对目标的观测,故研究在此情况下对目标的脱靶量提取等,对实现空间碎片测距和提高观测效率有重要意义。论文结合云南天文台53cm 双筒望远镜现有的激光测距系统,对CMOS 相机记录目标图像信息,研究在强激光后向散射下的目标识别和提取算法,用于空间碎片激光测距时的目标电视跟踪闭环,充分发挥CMOS 相机在53cm 双筒望远镜激光测距系统中的应用。具体如下: 第一,在分析CMOS 相机采集的数字图像信息的基础上,提出了优化的图像处理和激光光尖提取算法,有效地实现了激光光尖的识别和目标质心坐标的提取。在图像处理过程中,采用中值滤波和均值滤波进行曲噪声处理;使用最大类间方差法(Otsu)计算阈值对图像进行二值化;用传统的矩法获取目标质心的坐标;Roberts 算子对激光光束进行边缘检测,又因其存在双光束和接收副镜遮挡问题对图像的影响,采用形态学开闭运算对图像进行去除边刺和空洞的填充;再应用最小二乘法对提取的边缘数据进行直线拟合获取激光光尖坐标;最后对采集的大量图像进行处理,对图像处理算法进行验证,得出较好的结果。 第二,提取目标脱靶量信息,实现了基于CMOS 相机的目标跟踪闭环。根据第一步获得目标质心坐标的方法,从依巴谷星表中选择一些分布均匀的恒星进行观测得到目标质心坐标以及对应的脱靶量数据,对其进行拟合得到从质心坐标到望远镜方位及高度方向的脱靶量的转换关系。从而可以实时进行位置修正,实现目标的平稳跟踪。根据光尖坐标和视场中心的偏差,发送到光路偏差修正系统进行光路调整。 根据长期的观测结果,将CMOS 相机应用于云南天文台53cm 双筒望远镜激光测距系统,既提高了系统导航和地球同步卫星的探测能力,又使得卫星测距回波率以及测距成功率得到大幅提升。将论文研究结果应用于系统后,进一步增强了系统对空间碎片的探测成功概率。由此可见,目前对于激光测距系统,无论目标是卫星、空间碎片还是月球,CMOS 相机均能发挥很好的作用。
其他摘要Satellite laser ranging technology is a space precision measurement technology covering many subjects areas (such as astrometry, lasers,low-light detection, satellite orbits),it has undergone a series of developments from now on,which plays an increasingly important role in the field of space geodesy techniques.The laser ranging observation station needs to continuously improve its ranging system to improve the observation efficiency. The strong laser backscattering background noise signal directly affects ranging target recognition and miss distance extraction,in this case,studying the target miss distance extraction,etc,which is of great significance for achieving space debris ranging and improving observation efficiency.The research of this thesis is based on the existing laser ranging system of Yunnan Observatory 53cm binoculars, analyzing the target image information recorded by the CMOS camera,studying target recognition and extraction algorithm under strong laser backscatter,it is used in the target television tracking closed loop for space debris laser ranging, and gives full play to the application of CMOS camera in a 53cm binoculars laser ranging system.thefollowing studies: First,based on the analysis of the digital image information captured by CMOS camera,the optimized image processing and laser light point extraction algorithm are proposed, which can effectively realize the laser light point recognition and the target centroid coordinates extraction.In the process of image processing,median filter and average filter are mainly used to remove noise;the Otsu method calculates the thresholds to realize image binarization;finding the target centroid coordinates;and the Roberts operator performs edge detection on the laser beam;because of the influence of the double beam and the receiving submirror occlusion on the image,the morphological opening-and-closing operate the image to remove the edge thorns and voids;then use the least squares method to perform straight linear fitting on the extracted edge data to obtain the laser point coordinate;finally,a large number of images are processed and the image processing algorithm is verified to obtain better results. Second,extracting target miss distance information and implementing target tracking closed loop based on CMOS Camera.According to the first step to obtain the target centroid coordinates,Select some stars from the HIP catalogue to observe the target centroid coordinates and the corresponding miss distance data.Fitting it to get the conversion relationship from the centroid coordinates to the telescope azimuth and the miss distance of the pitch direction. Position correction can be performed in real time to achieve a smooth tracking of the target.Based on the deviation of the optical tip and the center of the field of view, it is sent to the optical path deviation correction system for optical path adjustment. Based on long-term observations,the CMOS camera is applied to the Yunnan Observatory’s 53cm binocular telescope laser ranging system, which not only improves system navigation and geosynchronous satellite detection capability, but also greatly improves the satellite ranging echo return rate and ranging success rate.After applying the research results of the thesis to the system,the probability of successful detection of space debris by the system is further enhanced.It can be seen that for the laser ranging system, whether the target is a satellite, space debris or the moon,the CMOS camera can play a well role.
学科领域天文学 ; 天体测量学
学科门类理学 ; 理学::天文学
页数63
语种中文
文献类型学位论文
条目标识符http://ir.ynao.ac.cn/handle/114a53/25405
专题应用天文研究组
作者单位中国科学院云南天文台
第一作者单位中国科学院云南天文台
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赵雪. 激光散射背景下的目标识别方法研究[D]. 北京. 中国科学院大学,2018.
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