Multiple target localization & data association for frequency-only widely separated MIMO radar

The multiple target localization using only Doppler frequencies in Multiple-Input Multiple-Output (MIMO) radar is a problem of great interest. The Doppler frequencies include all relevant information about the location, velocity and direction of the targets. Hence, these frequencies can be used efficiently for data association and target localization. The MIMO configuration and the frequency diversity of the system enable us to easily determine the number of moving targets using only the Doppler frequencies. Then, the data association is achieved for the known number of targets by using the estimated target velocities, directions and positions which can be utilized together or separately for data association. Using these parameters, three data association methods are proposed, namely ''Position & Velocity Based'', ''Direction Based'' and ''Position, Velocity & Direction Based'' Data Associations. Moreover, when probability of detection is less than unity, data association can still be achieved with some modifications. Besides that, another algorithm, referred to as ''Frequency Reduction & Association'', is proposed to eliminate spurious frequencies when they appear in the spectrum. These are the first data association methods for Doppler-only systems and they can be used efficiently when Doppler frequencies are only available information in the MIMO radar context. After received frequencies are associated with the correct targets, multiple target localization can be performed using the associated Doppler frequencies.

[1]  Rick S. Blum,et al.  Target localisation techniques and tools for multiple-input multiple-output radar , 2009 .

[2]  Donald Reid An algorithm for tracking multiple targets , 1978 .

[3]  Y. Chan,et al.  Target localization and tracking from Doppler-shift measurements , 1990 .

[4]  S. M. Karbasi,et al.  Data association in multi-input single-output passive coherent location schemes , 2012 .

[5]  Anthony J. Weiss,et al.  Localization of Narrowband Radio Emitters Based on Doppler Frequency Shifts , 2008, IEEE Transactions on Signal Processing.

[6]  Buyurman Baykal,et al.  MIMO radar target localization by using Doppler shift measurement , 2009, 2009 European Radar Conference (EuRAD).

[7]  Y. Bar-Shalom,et al.  Tracking in a cluttered environment with probabilistic data association , 1975, Autom..

[8]  Yaakov Bar-Shalom,et al.  Multi-target tracking using joint probabilistic data association , 1980, 1980 19th IEEE Conference on Decision and Control including the Symposium on Adaptive Processes.

[9]  Buyurman Baykal,et al.  Target localization methods for frequency-only MIMO radar , 2010, 2010 IEEE 18th Signal Processing and Communications Applications Conference.

[10]  Yaakov Bar-Shalom,et al.  Multitarget-Multisensor Tracking: Applications and Advances , 1992 .

[11]  Sandeep Gogineni,et al.  Target tracking using monopulse MIMO radar with distributed antennas , 2010, 2010 IEEE Radar Conference.

[12]  Benjamin Pannetier,et al.  Extended and multiple target tracking: Evaluation of an hybridization solution , 2011, 14th International Conference on Information Fusion.

[13]  Samuel S. Blackman,et al.  Design and Analysis of Modern Tracking Systems , 1999 .

[14]  Guisheng Liao,et al.  Target localisation for distributed multiple-input multiple-output radar and its performance analysis , 2011 .

[15]  S. Kay Fundamentals of statistical signal processing: estimation theory , 1993 .

[16]  Ting Yuan,et al.  Doppler Frequency-Only and T2 / R Radar Based Moving Target Location , 2006, 2006 CIE International Conference on Radar.

[17]  H. Ji,et al.  Improved relaxation algorithm for passive sensor data association , 2012 .

[18]  M. Zaveri,et al.  Multiple Target Tracking and Data Association in Wireless Sensor Network , 2012, 2012 Fourth International Conference on Computational Intelligence and Communication Networks.

[19]  Robert W. Sittler,et al.  An Optimal Data Association Problem in Surveillance Theory , 1964, IEEE Transactions on Military Electronics.

[20]  Thia Kirubarajan,et al.  A Multiple-Detection Joint Probabilistic Data Association Filter , 2013, IEEE Journal of Selected Topics in Signal Processing.

[21]  Yakov Bar-Shalom,et al.  Multitarget-Multisensor Tracking: Principles and Techniques , 1995 .

[22]  Nahum Shimkin,et al.  Cross Entropy Algorithms for Data Association in Multi-Target Tracking , 2011, IEEE Transactions on Aerospace and Electronic Systems.

[23]  Thia Kirubarajan,et al.  Probabilistic data association techniques for target tracking in clutter , 2004, Proceedings of the IEEE.

[24]  R.J. Evans,et al.  Multi-target tracking in clutter without measurement assignment , 2008, 2004 43rd IEEE Conference on Decision and Control (CDC) (IEEE Cat. No.04CH37601).

[25]  Y. Bar-Shalom Tracking and data association , 1988 .

[26]  Yaakov Bar-Shalom,et al.  Multitarget/Multisensor Tracking: Applications and Advances -- Volume III , 2000 .

[27]  Mark A. Richards,et al.  Fundamentals of Radar Signal Processing , 2005 .

[28]  D. Musicki,et al.  Tracking in clutter using IMM-IPDA-based algorithms , 2008, IEEE Transactions on Aerospace and Electronic Systems.

[29]  Yaakov Bar-Shalom,et al.  Multitarget-Multisensor Tracking , 1995 .

[30]  A. Dallil,et al.  Sensor Fusion and Target Tracking Using Evidential Data Association , 2013, IEEE Sensors Journal.

[31]  B. Armstrong,et al.  Target tracking with a network of Doppler radars , 1998 .

[32]  Yingting Luo,et al.  Novel Data Association Algorithm Based on Integrated Random Coefficient Matrices Kalman Filtering , 2012, IEEE Transactions on Aerospace and Electronic Systems.

[33]  R.S. Blum,et al.  Target localization techniques and tools for MIMO radar , 2008, 2008 IEEE Radar Conference.

[34]  W. Soh High doppler resolution imaging by multistatic continuous wave radars using constructive techniques , 2007 .

[35]  Yaakov Bar-Shalom,et al.  Sonar tracking of multiple targets using joint probabilistic data association , 1983 .

[36]  Don Torrieri,et al.  Statistical Theory of Passive Location Systems , 1984, IEEE Transactions on Aerospace and Electronic Systems.

[37]  Alexander M. Haimovich,et al.  Cramer Rao bound on target localization estimation in MIMO radar systems , 2008, 2008 42nd Annual Conference on Information Sciences and Systems.

[38]  Alexander M. Haimovich,et al.  Spatial Diversity in Radars—Models and Detection Performance , 2006, IEEE Transactions on Signal Processing.