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一种线性调频波形下的目标跟踪算法 被引量:3

A Target Tracking Algorithm with LFM Waveform
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摘要 研究在线性调频波形下把径向速度 (多普勒 )测量引入 Kalman滤波的新方法 ,分析了距离和径向速度测量的统计特性以及距离 -多普勒耦合引起的偏差 ,给出了位置测量噪声与径向速度测量噪声的协方差 ,导出了一个等价的径向速度测量方程 ,其测量噪声与位置测量噪声统计是不相关的 ,由此得到一个序贯处理的滤波算法。蒙特卡罗仿真表明 ,通过采用这一新算法引入径向速度测量 ,可以有效地消除距离 -多普勒耦合引起的偏差 ,大大提高状态估计的精度 ,而且其估计性能优于传统的推广 A new algorithm is developed to incorporate the radial velocity measurement into Kalman filter for LFM waveform. An analysis is given about the statistical property of the range and radial velocity measurements. The covariance of position measurement noises and radial velocity measurement noises is given. An equivalent radial velocity measurement equation is derived and associated measurement noise is uncorrelated with position measurement noises. Monte Carlo simulation results show that the new algorithm can not only remove the bias caused by the range-Doppler coupling but also improve estimation accuracy and its performance is superior to conventional EKF.
出处 《现代雷达》 CSCD 北大核心 2003年第2期26-29,共4页 Modern Radar
关键词 线性调频波形 目标跟踪算法 KALMAN滤波 蒙特卡罗仿真 径向速度测量 距离-多普勒耦合特性 linear frequency modulated waveform, radial velocity measurement, Kalman filter
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二级参考文献4

  • 1[1]Bar-Shalom Y, Li Xiaolong. Estimation and tracking: Principles, techniques and software[M]. Boston: Artech House, 1993.
  • 2[2]Farina A, Pardini S, Barontini G. Application of nonline filtering theory to a track-while-scan problem[Z]. 1st Int Conf Information Sciences and Systems. Patras, Italy, 1976.
  • 3[3]Farina A, Pardini S. Tracking-while-scan algorithm in a clutter environment[J]. IEEE Trans On AES, 1978,AES-14(5):769-778.
  • 4[4]Jazwinski A H. Stochastic process and filtering theory[M]. San Diego CA: Academic Press, 1970.

共引文献14

同被引文献17

  • 1赵锋,王雪松,肖顺平.高耦合系数条件下径向速度估计的新方法[J].电子学报,2005,33(9):1571-1575. 被引量:8
  • 2丁鹭飞 耿富录.雷达原理[M].西安:西安电子科技大学出版社,2000..
  • 3Fitzgerald R J.Effect of range-Doppler coupling on chirp radar tracking accuracy[J].IEEE Trans on AES,1974,AES-10(43):528-532.
  • 4Wong W,Blair W D.Steady state tracking with LFM waveforms[J].IEEE Trans on AES,2000,AES-36(2):701-709.
  • 5Niu R,Willett P,Bar-Shalom Y.From the waveform through the resolution cell to the tracker[A].Proceedings of IEEE Aerospace Conference[C].Snowmass,CO,USA:IEEE Incorporated,1999,4.371-385.
  • 6Rago C,Willett P,Bar-Shalom Y.Detection-tracking performance with combined waveforms[J].IEEE Trans on AES,1998,AES-2(34):612-623.
  • 7Bar-Shalom Y.Negative correlation and optimal tracking with Doppler measurements[J].IEEE Trans on AES,2001,AES-37(3):1117-1120.
  • 8Farina A,Pardini S,Barontini G.Application of nonlinear filtering theory to a track-while-scan problem[A].1st Int Conf Information Sciences and Systems[C].Patras:CISS,1976.
  • 9Farina A,Pardini S.Tracking-while-scan algorithm in a clutter environment[J].IEEE Trans on AES,1978,AES-14(5):769-778.
  • 10Fitzgerald R J. Range-Doppler Coupling and Other Aspects of Reentry Vehicle Tracking[A]. Symposium on Nonlinear Estimation Theory and Applications. 1973(9).

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