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观测站非机动情况下的渐进无偏目标跟踪算法
引用本文:徐鹏,郭良浩,闫超,任岁玲. 观测站非机动情况下的渐进无偏目标跟踪算法[J]. 应用声学, 2017, 36(4): 289-297
作者姓名:徐鹏  郭良浩  闫超  任岁玲
作者单位:中国科学院声学研究所,声场声信息国家重点实验室,中国科学院声学研究所,声场声信息国家重点实验室,中国科学院声学研究所,声场声信息国家重点实验室,中国科学院声学研究所,声场声信息国家重点实验室
基金项目:国家自然科学基金项目 (61571436)
摘    要:针对无源目标跟踪中将非线性测量方程伪线性化带来有偏估计的缺点,提出了一种基于方位和径向速度联合估计的渐进无偏目标跟踪算法。该算法通过对方位-径向速度组成的伪线性测量方程的噪声协方差矩阵进行约束,使其均方误差达到最小,得到目标状态向量的最小二乘无偏解。仿真和实验结果表明,在观测站非机动情况下,算法能够渐进无偏地收敛到真值,收敛后的距离跟踪误差在5%以内。

关 键 词:目标跟踪  伪线性  渐进无偏
收稿时间:2016-11-17
修稿时间:2017-06-21

The asymptotically unbiased target tracking algorithm with non-maneuverable observer
XU Peng,GUO Lianghao,YAN Chao and REN Suiling. The asymptotically unbiased target tracking algorithm with non-maneuverable observer[J]. Applied Acoustics(China), 2017, 36(4): 289-297
Authors:XU Peng  GUO Lianghao  YAN Chao  REN Suiling
Affiliation:State Key Laboratory of Acoustics, Institute of Acoustics, Chinese Academy of Sciences,State Key Laboratory of Acoustics, Institute of Acoustics, Chinese Academy of Sciences,State Key Laboratory of Acoustics, Institute of Acoustics, Chinese Academy of Sciences,State Key Laboratory of Acoustics, Institute of Acoustics, Chinese Academy of Sciences
Abstract:An unbiased target tracking algorithm is proposed based on bearing and radial velocity parameters fusion, which overcomes the biased problem of pseudo linear method derived from nonlinear measurement equations. In this paper, with a constraint condition of noise convariance matrix, we minimize the mean-square error of nonliner measurement equations, then the unbiased least square solution can be obtained. Simulation results show that the proposed algorithm can get a asymptotically unbiased state value. The effectiveness of the method is also verified by using the experimental data, and the mean relative error of target range tracking is within 5%.
Keywords:Target Tracking   pseudo linear   asymptotically unbiased
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