Joint multipath data association and fusion for OTHR

Motivated by target tracking of OTHR inevitably facing the problem of multiple propagation modes, we present the problem of joint multipath data association and fusion (JMAF). Based on the expectation-maximum criterion and joint optimization, we derive the iterative optimization scheme of multipath data association and track fusion. A performance comparison of multipath probability data association (MPDA) is presented and discussed for a simple target tracking scenario, and the simulation results show that JMAF is superior to MPDA.

[1]  Robin J. Evans,et al.  A multipath data association tracker for over-the-horizon radar , 1998 .

[2]  Quan Pan,et al.  A Multipath Viterbi Data Association Algorithm for OTUR , 2006, 2006 CIE International Conference on Radar.

[3]  G W Pulford,et al.  Implementation of a Viterbi Data Association Tracker for Manoeuvring Targets in Over-the-Horizon Radar: B. F. La Scala and G. W. Pulford , 1999 .

[4]  G. W. Pulford Multiregion Viterbi Data Association Tracking for Over-the-Horizon Radar , 1999 .

[5]  D. Bourgeois,et al.  MCMC data association algorithm applied to the French Over-The-Horizon Radar Nostradamus , 2004 .

[6]  Henry Leung,et al.  Joint Data Association, Registration, and Fusion using EM-KF , 2010, IEEE Transactions on Aerospace and Electronic Systems.

[7]  G. Pulford,et al.  Over-the-horizon Radar Tracking Using the Viterbi Algorithm Second Report to Hfrd , 1995 .

[8]  Donald B. Rubin,et al.  Max-imum Likelihood from Incomplete Data , 1972 .

[9]  M. Farooq,et al.  A comparison of data association techniques for target tracking in clutter , 2002, Proceedings of the Fifth International Conference on Information Fusion. FUSION 2002. (IEEE Cat.No.02EX5997).

[10]  Robin J. Evans,et al.  Probabilistic data association for systems with multiple simultaneous measurements , 1996, Autom..

[11]  P. W. Sarunic,et al.  Over-the-Horizon Radar Multipath and Multisensor Track Fusion Algorithm Development , 2001 .

[12]  R. Streit,et al.  Probabilistic Multi-Hypothesis Tracking , 1995 .

[13]  Samuel J. Davey,et al.  PDAF with multiple clutter regions and target models , 2003 .

[14]  Quan Pan,et al.  Comments on "Multipath data association tracker for over-the-horizon radar" , 2005 .

[15]  James P. Reilly,et al.  An EM Algorithm for Nonlinear State Estimation With Model Uncertainties , 2008, IEEE Transactions on Signal Processing.

[16]  S. Roweis,et al.  Learning Nonlinear Dynamical Systems Using the Expectation–Maximization Algorithm , 2001 .

[17]  D. John Percival,et al.  Multihypothesis fusion of multipath over-the-horizon radar tracks , 1998, Defense, Security, and Sensing.

[18]  A. Logothetis,et al.  An expectation-maximisation tracker for multiple observations of a single target in clutter , 1997, Proceedings of the 36th IEEE Conference on Decision and Control.