控制理论与应用2025,Vol.42Issue(10):1894-1903,10.DOI:10.7641/CTA.2024.30705
正态-伽马非线性雷达扩展目标跟踪滤波器
Normal-gamma nonlinear radar extended target tracking filter
摘要
Abstract
For the nonlinear extended target tracking with complex anomalous noise,a normal-gamma nonlinear radar extended target tracking filter is proposed in this paper.Firstly,the traditional extended object modeling method is opti-mized,and the motion state and the extended state are formulated explicitly and independently.Furthermore,when the measurement noise is a abnormal noise,auxiliary variables are introduced to represent the uncertainty of the measurement noise covariance,which is a gamma distribution.Additionally,considering the particularity of radar measurement,the original nonlinear measurement is augmented to reduce the problem of information loss during the measurement transfor-mation.Finally,simulation experiments of extended target and group target tracking are conducted,and the multi-feature joint estimation performance of extended target tracking is assessed using the Gauss-Wasserstein distance,which verifies the effectiveness and stability of the proposed algorithm.关键词
扩展目标/异常噪声/正态-伽马分布/增广非线性量测Key words
extended target/abnormal noise/normal-gamma distribution/augmented nonlinear measurement引用本文复制引用
陈辉,王秋菊,连峰,韩崇昭..正态-伽马非线性雷达扩展目标跟踪滤波器[J].控制理论与应用,2025,42(10):1894-1903,10.基金项目
国家自然科学基金项目(62163023,61873116,62366031,62363023),甘肃省基础研究创新群体项目(25JRRA058),中央引导地方科技发展资金项目(25ZYJA040),甘肃省重点人才项目(2024RCXM86),甘肃省军民融合发展专项资金项目资助.Supported by the National Natural Science Foundation of China(62163023,61873116,62366031,62363023),the Gansu Provincial Basic Research Innovation Group of China(25JRRA058),the Central Government's Funds for Guiding Local Science and Technology Development of China(25ZYJA040),the Gansu Provincial Key Talent Project of China(2024RCXM86)and the Gansu Provincial Special Fund for Military-Civilian Integration Development of China. (62163023,61873116,62366031,62363023)