A polarization information aided probabilistic data association for target tracking in polarimetric radar system

作者: Mei Xia , Wei Yi , Suqi Li , Guolong Cui , Lingjiang Kong

DOI: 10.1109/RADAR.2015.7131173

关键词:

摘要: In conventional radar tracking, kinematic measurements such as range, bearing and Doppler are usually used in target tracking methods. It has been demonstrated that the performance can be further improved by utilizing more information. With regard to polarimetric system where polarization information (PI) is available, PI thus should also exploited ensure robustness of performance. This paper considers incorporating into probabilistic data association filter (PDAF). Firstly, a generalized structure aided PDAF (PDAFPI) method given. suitable for different models algorithms. Secondly, monostatic radar, two versions PDAFPI proposed single-target tracking. Specifically, first version algorithm optimum case (O-PDAFPI) characteristics noise covariances known prior. The later one fully adaptive suboptimum cases (S-PDAFPI) parameters unknown. Simulation results show algorithms effectively improve track reliably both non-maneuvering maneuvering targets.

参考文章(15)
D. Giuli, Polarization diversity in radars Proceedings of the IEEE. ,vol. 74, pp. 245- 269 ,(1986) , 10.1109/PROC.1986.13457
W. Dale Blair, Maite Brandt-Pearce, NNJPDA for tracking closely spaced Rayleigh targets with possibly merged measurements SPIE's International Symposium on Optical Science, Engineering, and Instrumentation. ,vol. 3809, pp. 396- 408 ,(1999) , 10.1117/12.364037
L.M. Novak, M.B. Sechtin, M.J. Cardullo, Studies of target detection algorithms that use polarimetric radar data IEEE Transactions on Aerospace and Electronic Systems. ,vol. 25, pp. 150- 165 ,(1989) , 10.1109/7.18677
Guolong Cui, Lingjiang Kong, Xiaobo Yang, GLRT-based Detection Algorithm for Polarimetric MIMO Radar Against SIRV Clutter Circuits Systems and Signal Processing. ,vol. 31, pp. 1033- 1048 ,(2012) , 10.1007/S00034-011-9360-3
Antonio De Maio, Giuseppe Ricci, A polarimetric adaptive matched filter Signal Processing. ,vol. 81, pp. 2583- 2589 ,(2001) , 10.1016/S0165-1684(01)00150-5
P. Swerling, Probability of detection for fluctuating targets IEEE Transactions on Information Theory. ,vol. 6, pp. 269- 308 ,(1960) , 10.1109/TIT.1960.1057561
Tamer Basar, A New Approach to Linear Filtering and Prediction Problems Journal of Basic Engineering. ,vol. 82, pp. 35- 45 ,(1960) , 10.1115/1.3662552
S. Gogineni, A. Nehorai, Polarimetric MIMO Radar With Distributed Antennas for Target Detection IEEE Transactions on Signal Processing. ,vol. 58, pp. 1689- 1697 ,(2010) , 10.1109/TSP.2009.2036472
D. Lerro, Y. Bar-Shalom, Interacting multiple model tracking with target amplitude feature IEEE Transactions on Aerospace and Electronic Systems. ,vol. 29, pp. 494- 509 ,(1993) , 10.1109/7.210086
Xuezhi Wang, D. Musicki, R. Ellem, F. Fletcher, Efficient and Enhanced Multi-Target Tracking with Doppler Measurements IEEE Transactions on Aerospace and Electronic Systems. ,vol. 45, pp. 1400- 1417 ,(2009) , 10.1109/TAES.2009.5310307