基于MCMC-Gibbs采样的天波超视距雷达联合状态估计与模式辨识

doi:10.7527/S1000-6893.2014.0076

Abstract

Abstract:

Target tracking of over the horizon radar (OTHR) faces the challenge of the low detection probability, low sampling rate, low measurement accuracy and the multipath propagation. Both mode recognition of multipath propagation and state estimation significantly affect the tracking performance. In this paper, the method of joint state estimation and mode identification based on Markov Chain Monte Carlo-Gibbs (MCMC-Gibbs) sampling for OTHR target tracking is proposed. Validation gates are firstly constructed for every mode to generate only those hypotheses that satisfy the validation gate requirement to eliminate the number of hypotheses significantly. Then the association events are obtained through MCMC-Gibbs sampling to further calculate the decision cost. Next, multiple simultaneous measurement filters are proposed to update the conditional state estimation and covariance for estimation cost. Finally, Bayes risk for joint decision and estimation is introduced to find the optimal solution. Simulation results show the effectiveness of the proposed method compared with the multipath data association tracker (MPDA) method at some sacrifice to computation cost.

Key words: over the horizon radar, pattern identification, state estimation, MCMC-Gibbs sampling, Bayes risk for joint decision and estimation

CLC Number:

V219
TP29

FENG Xiaoxue, LIANG Yan, JIAO Lianmeng. Joint State Estimation and Mode Identification based on MCMC-Gibbs Sampling for OTHR[J]. ACTA AERONAUTICAET ASTRONAUTICA SINICA, 2014, 35(8): 2299-2306.

References

[1] Zhou W Y, Jiao P N. Over the horizon radar[M]. Beijing: Publishing House of Electronics Industry, 2008: 1-9. (in Chinese) 周文瑜, 焦培南. 超视距雷达技术[M]. 北京:电子工业出版社, 2008: 1-9.

[2] Pulford G W, Scala B L. Over the horizon radar tracking using the viterbi algorithm-second report to high frequency radar division, Report No.16/95. Melbourne:University of Melbourne, 1995.

[3] Pulford G W, Scala B L. Over the horizon radar tracking using the viterbi algorithm-third report to high frequency radar division, Report No. 27/95. Melbourne:University of Melbourne, 1995.

[4] Colegrove S B, Davey S J, Cheung B. PDAF versus PMHT performance on OTHR data//Proceedings of the International Radar Conference, 2003: 560-565.

[5] Colegrove S B, Davey S J. PDAF with multiple clutter regions and target models[J]. IEEE Transactions on Aerospace and Electronic Systems, 2003, 39(1): 110-124.

[6] Davey S J, Gray D A. A comparison of track initiation methods with the PMHT//IEEE Proceedings on Information, Decision and Control, 2002: 323-328.

[7] Pulford G W, Evans R J. A multipath data association tracker for over-the-horizon radar[J]. IEEE Transactions on Aerospace and Electronic Systems, 1998, 34(4): 1165-1182.

[8] Pulford G W. Over the horizon radar multipath tracking with uncertain coordinate registration[J]. IEEE Transactions on Aerospace and Electronic Systems, 2004, 40(1): 38-56.

[9] Liu H X, Pan Q, Liang Y, et al. Comments on "A multipath data association tracker for over the horizon radar"[J]. IEEE Transactions on Aerospace and Electronic Systems, 2005, 41(3): 1147-1150.

[10] Liu H X. Research on key techniques of data processing for sky-wave OTHR. Xi'an: Northwestern Polytechnical University, 2007. (in Chinese) 刘慧霞. 天波超视距雷达数据处理若干关键技术研究. 西安: 西北工业大学, 2007.

[11] Liu H X, Liang Y, Pan Q, et al. A multipath data association for OTHR//International Conference on Radar, 2006: 1-4.

[12] Pulford G W, Scala B L. MAP estimation of target manoeuvre sequence with the expectation-maximization alorithm[J]. IEEE Transactions on Aerospace and Electronic Systems, 2002, 38(2): 367-377.

[13] Feng X X, Liang Y, Jiao L M, et al. Mode identification and positioning accuracy improvement using forward-based receivers for OTHR[J]. Acta Aeronautica et Astronautica Sinica, 2013, 34(11): 2590-2598. (in Chinese) 冯肖雪, 梁彦, 焦连猛, 等.基于前置接收机的天波超视距雷达回波模式辨识与定位精度提升[J].航空学报, 2013, 34(11): 2590-2598.

[14] Doucet A, Logothetis A, Krishnamurthy V. Stochastic sampling algorithms for state space estimation of jump Markov linear systems[J]. IEEE Transactions on Automatic Control, 2000, 45(1): 188-202.

[15] Sathyan T, Sinha A, Kirubarajan T, et al. MDA-based data association with prior track information for passive multitarget tracking[J]. IEEE Transactions on Aerospace and Electronic Systems, 2011, 47(1): 539-556.

[16] Bergman N, Doucet A. MCMC data association for target tracking//Proceedings of IEEE International Conference on Acoustics, Speech, and Signal Processing, 2000, 2: II705-II708.

[17] Cowles M K, Carlin B P. Markov chain monte carlo convergence diagnostics: a comparative review[J]. Journal of the American Statistical Association, 1996, 91(434): 883-904.

[18] Gilks W R, Richardson S, Spiegelhalter D J. Markov chain Monte Carlo in practice[M]. New York: Springer US, 1996: 1-19.

[19] Li X R, Yang M, Ru J. Joint tracking and classification based on bayes joint decision and estimation//Proceedings of International Conference on Information Fusion, 2007: 1421-1428.

[20] Li X R. Optimal Bayes joint decision and estimation//Proceedings of International Conference on Information Fusion, 2007: 1316-1323.

Joint State Estimation and Mode Identification based on MCMC-Gibbs Sampling for OTHR

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