Knowledge-Aided Range-Spread Target Detection for Distributed MIMO Radar in Nonhomogeneous Environments

This paper deals with the problem of detecting a moving range-spread target in distributed MIMO radar. A new knowledge-aided (KA) model that takes into account the nonhomogenous characteristics of the disturbance (clutter and noise) in distributed MIMO radar is proposed. Specifically, the disturbance covariance matrices corresponding to different transmit-receive (Tx-Rx) pairs are modeled as random matrices. These covariance matrices share a prior covariance matrix structure but with different power levels to model the nonhomogeneous clutter powers across different Tx-Rx pairs. Two cases are considered, involving either no range training (i.e., when the disturbance is highly nonhomogeneous) or some range training data. For the first case, we develop a KA generalized likelihood ratio test (GLRT) for range-spread target detection, along with a simplified version of the KA-GLRT for point-like target detection. For the second case, the KA-GLRT becomes computationally intractable, a simple ad-doc KA detector is introduced to take advantage of training data for range-spread target detection. Simulation results are presented to illustrate the performance and effectiveness of the proposed detectors in nonhomogeneous environments.

[1]  Danilo Orlando,et al.  Adaptive Radar Detection of a Subspace Signal Embedded in Subspace Structured Plus Gaussian Interference Via Invariance , 2016, IEEE Transactions on Signal Processing.

[2]  A. De Maio,et al.  Design Principles of MIMO Radar Detectors , 2007, IEEE Transactions on Aerospace and Electronic Systems.

[3]  Augusto Aubry,et al.  MIMO Radar Beampattern Design Via PSL/ISL Optimization , 2016, IEEE Transactions on Signal Processing.

[4]  Xiaochuan Ma,et al.  Adaptive detection of distributed targets in partially homogeneous environment with Rao and Wald tests , 2012, Signal Process..

[5]  A. De Maio,et al.  Design principles of MIMO radar detectors , 2006, 2006 International Waveform Diversity & Design Conference.

[6]  Hongbin Li,et al.  Knowledge-Aided Parametric Tests for Multichannel Adaptive Signal Detection , 2011, IEEE Transactions on Signal Processing.

[7]  George V. Moustakides,et al.  Optimal Joint Target Detection and Parameter Estimation by MIMO Radar , 2009, IEEE Journal of Selected Topics in Signal Processing.

[8]  Qian He,et al.  MIMO-OTH Radar: Signal Model for Arbitrary Placement and Signals With Non-Point Targets , 2015, IEEE Transactions on Signal Processing.

[9]  James Ward,et al.  Space-time adaptive processing for airborne radar , 1994, 1995 International Conference on Acoustics, Speech, and Signal Processing.

[10]  Murat Akçakaya,et al.  MIMO Radar Detection and Adaptive Design Under a Phase Synchronization Mismatch , 2010, IEEE Transactions on Signal Processing.

[11]  A. Maio,et al.  Distributed target detection in compound-Gaussian noise with Rao and Wald tests , 2003 .

[12]  Jian Li,et al.  Target detection and parameter estimation for MIMO radar systems , 2008, IEEE Transactions on Aerospace and Electronic Systems.

[13]  Qian He,et al.  MIMO Radar Moving Target Detection in Homogeneous Clutter , 2010, IEEE Transactions on Aerospace and Electronic Systems.

[14]  Danilo Orlando,et al.  CFAR Detection Strategies for Distributed Targets Under Conic Constraints , 2009, IEEE Transactions on Signal Processing.

[15]  Hui Chen,et al.  Adaptive detection without training data in colocated MIMO radar , 2015, IEEE Transactions on Aerospace and Electronic Systems.

[16]  Robert L. Williams,et al.  Automatic target recognition of time critical moving targets using 1D high range resolution (HRR) radar , 1999, Proceedings of the 1999 IEEE Radar Conference. Radar into the Next Millennium (Cat. No.99CH36249).

[17]  Augusto Aubry,et al.  Radar Detection of Distributed Targets in Homogeneous Interference Whose Inverse Covariance Structure is Defined via Unitary Invariant Functions , 2013, IEEE Transactions on Signal Processing.

[18]  Barry D. Van Veen,et al.  Subspace-based adaptive generalized likelihood ratio detection , 1996, IEEE Trans. Signal Process..

[19]  Hongbin Li,et al.  A Parametric Moving Target Detector for Distributed MIMO Radar in Non-Homogeneous Environment , 2013, IEEE Transactions on Signal Processing.

[20]  Giuseppe Ricci,et al.  Recursive estimation of the covariance matrix of a compound-Gaussian process and its application to adaptive CFAR detection , 2002, IEEE Trans. Signal Process..

[21]  Hongbin Li,et al.  Moving Target Detection Using Distributed MIMO Radar in Clutter With Nonhomogeneous Power , 2011, IEEE Transactions on Signal Processing.

[22]  C. Y. Chong,et al.  MIMO Radar Detection in Non-Gaussian and Heterogeneous Clutter , 2010, IEEE Journal of Selected Topics in Signal Processing.

[23]  Augusto Aubry,et al.  Knowledge-Aided (Potentially Cognitive) Transmit Signal and Receive Filter Design in Signal-Dependent Clutter , 2013, IEEE Transactions on Aerospace and Electronic Systems.

[24]  Freeman C. Lin,et al.  Detection of a spatially distributed target in white noise , 1997, IEEE Signal Processing Letters.

[25]  L.J. Cimini,et al.  MIMO Radar with Widely Separated Antennas , 2008, IEEE Signal Processing Magazine.

[26]  Antonio De Maio,et al.  Experimental Performance Analysis of Distributed Target Coherent Radar Detectors , 2012, IEEE Transactions on Aerospace and Electronic Systems.

[27]  Stéphanie Bidon,et al.  Adaptive Processing With Signal Contaminated Training Samples , 2013, IEEE Transactions on Signal Processing.

[28]  Antonio De Maio,et al.  Modern Radar Detection Theory , 2015 .

[29]  Zhe Wang,et al.  Moving Target Detection in Distributed MIMO Radar on Moving Platforms , 2015, IEEE Journal of Selected Topics in Signal Processing.

[30]  Murat Akçakaya,et al.  MIMO Radar Sensitivity Analysis for Target Detection , 2011, IEEE Transactions on Signal Processing.

[31]  Olivier Besson,et al.  ABORT-Like Detectors: A Bayesian Approach , 2015, IEEE Transactions on Signal Processing.

[32]  Giuseppe Ricci,et al.  GLRT-based adaptive detection algorithms for range-spread targets , 2001, IEEE Trans. Signal Process..

[33]  A. Farina,et al.  Adaptive detection of range spread targets with orthogonal rejection , 2007, IEEE Transactions on Aerospace and Electronic Systems.

[34]  Hongbin Li,et al.  Persymmetric adaptive target detection with distributed MIMO radar , 2015, IEEE Transactions on Aerospace and Electronic Systems.

[35]  Zi-Jing Zhang,et al.  A closed-form expression for false alarm rate of adaptive MIMO-GLRT detector with distributed MIMO radar , 2013, Signal Process..