基于卡尔曼滤波强干扰和瞬间遮挡目标跟踪方法  被引量:1

Strong Interference and Momentary Occlusion Target Tracking Method Based on Kalman Filter

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作  者:王恩旺 陈晓林 王恩达[4] Wang Enwang;Chen Xiaolin;Wang Enda(School of Information Engineering and Automation,Kunming University of Science and Technology,Kunming 650031,China;Purple Mountain Observatory,Chinese Academy of Sciences,Nanjing 210023,China;School of Information Science and Technology,Qiongtai Normal University,Haikou 571127,China;School of Mathematics and Computer Science,Chuxiong Normal University,Chuxiong 675099,China)

机构地区:[1]昆明理工大学信息工程与自动化学院,云南昆明650031 [2]中国科学院紫金山天文台,江苏南京210023 [3]琼台师范学院信息科学技术学院,海南海口571127 [4]楚雄师范学院数学与计算机科学学院,云南楚雄675099

出  处:《天文研究与技术》2023年第3期241-249,共9页Astronomical Research & Technology

基  金:国家自然科学基金(62062005)资助

摘  要:针对空间目标与恒星的近距离强干扰和瞬间遮挡干扰,不易精确捕获目标位置的问题。提出用卡尔曼滤波预测目标位置并跟踪目标,跟踪波门用改进自适应的可变波门。同时设计新的强干扰和瞬间遮挡目标的预判和跟踪方法,当预判到此类目标时,将卡尔曼滤波的预测值作为观测值跟踪目标,并用目标预测质心对波门质心进行限定修正,从而捕获有用的观测数据。实验发现,该方法能稳健跟踪强干扰和瞬间遮挡目标,提升空间目标的跟踪精度,降低数据错误率,提高数据质量,为捕获轨道位置提供更多更有用的数据。该方法程序运行速率快,具有一定的适用性和科学价值。It is difficult to accurately capture the target position due to the close strong interference and instantaneous occlusion interference between space targets and stars.Kalman filter is proposed to predict the target position and track the target,and the tracking gate is improved adaptive variable gate.At the same time,a new prediction and tracking method for strong interference and instantaneous occlusion targets is designed.When such targets are predicted,the predicted value of Kalman filter is used as the observation value to track the target,and the target prediction centroid is used to limit the correction of the gate centroid,so as to capture useful observation data.The experiment shows that the method can track strong interference and instantaneous occlusion targets robustly,improve the tracking accuracy of space targets,reduce data error rate,improve data quality,and provide more useful data for capturing orbital positions.This method runs fast and has certain applicability and scientific value.

关 键 词:强干扰和瞬间遮挡 卡尔曼滤波 空间目标 跟踪 

分 类 号:P171.3[天文地球—天文学]

 

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