Adaptive detection of distributed target in the presence of signal mismatch in compound Gaussian clutter

Abstract This paper deals with adaptive detection of distributed targets in the presence of signal mismatch in compound Gaussian clutter. The texture is assumed random to match the non-Gaussian environment. To increase the capability of rejecting mismatched signals, a fictitious subspace signal is introduced under the null hypothesis. Under the above assumptions, we propose two adaptive selective detectors by using two-step generalized likelihood ratio test (GLRT) and maximum a-posteriori (MAP) GLRT design criteria. The two new detectors are demonstrated to achieve constant false alarm rate property with respect to the speckle covariance matrix. Numerical simulations indicate that the new detectors outperform the conventional one in terms of selectivity property.

[1]  Fulvio Gini Performance analysis of two structured covariance matrix estimators in compound-Gaussian clutter , 2000, Signal Process..

[2]  Yu Wang,et al.  Adaptive detection of distributed targets in compound-Gaussian clutter with inverse gamma texture , 2012, Digit. Signal Process..

[3]  Min Wang,et al.  Distributed target detection in subspace interference plus Gaussian noise , 2014, Signal Process..

[4]  A. Farina,et al.  Spatial adaptive subspace detection in OTH radar , 2003 .

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

[6]  Olivier Besson,et al.  Adaptive Detection of Distributed Targets in Compound-Gaussian Noise Without Secondary Data: A Bayesian Approach , 2011, IEEE Transactions on Signal Processing.

[7]  Luke Rosenberg,et al.  Non-coherent Radar Detection Performance in Medium Grazing Angle X-Band Sea Clutter , 2015, IEEE Transactions on Aerospace and Electronic Systems.

[8]  Hongwei Liu,et al.  Modified Rao Test for Multichannel Adaptive Signal Detection , 2016, IEEE Transactions on Signal Processing.

[9]  Jian Xue,et al.  Knowledge-based adaptive detection of radar targets in generalized Pareto clutter , 2018, Signal Process..

[10]  Hongbing Ji,et al.  Persymmetric adaptive subspace detectors for range-spread targets , 2019, Digit. Signal Process..

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

[12]  Karl Gerlach,et al.  Adaptive detection of range distributed targets , 1999, IEEE Trans. Signal Process..

[13]  Dong Yang,et al.  A Persymmetric GLRT for Adaptive Detection in Compound-Gaussian Clutter With Random Texture , 2013, IEEE Signal Processing Letters.

[14]  Wei Chen,et al.  A Tunable Detector for Distributed Target Detection in the Situation of Signal Mismatch , 2020, IEEE Signal Processing Letters.

[15]  Charles M. Rader,et al.  Adaptive beamformer orthogonal rejection test , 2001, IEEE Trans. Signal Process..

[16]  Christ D. Richmond,et al.  Performance of the adaptive sidelobe blanker detection algorithm in homogeneous environments , 2000, IEEE Trans. Signal Process..

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

[18]  Jian Xue,et al.  Adaptive detection of range-spread targets in compound Gaussian clutter with the square root of inverse Gaussian texture , 2016, Digit. Signal Process..

[19]  Jian Li,et al.  Mismatched Signal Rejection Performance of the Persymmetric GLRT Detector , 2019, IEEE Transactions on Signal Processing.

[20]  Danilo Orlando,et al.  A Rao Test With Enhanced Selectivity Properties in Homogeneous Scenarios , 2010, IEEE Transactions on Signal Processing.

[21]  Peng Zhang,et al.  Adaptive Detection of a Subspace Signal in Signal-Dependent Interference , 2017, IEEE Transactions on Signal Processing.

[22]  William L. Melvin,et al.  Space-time adaptive radar performance in heterogeneous clutter , 2000, IEEE Trans. Aerosp. Electron. Syst..

[23]  T. Jian,et al.  Novel Range-Spread Target Detectors in Non-Gaussian Clutter , 2010, IEEE Transactions on Aerospace and Electronic Systems.

[24]  Braham Himed,et al.  Generalised parametric Rao test for multi-channel adaptive detection of range-spread targets , 2012, IET Signal Process..

[25]  Jianyu Yang,et al.  Performance analysis of GLRT-based adaptive detector for distributed targets in compound-Gaussian clutter , 2010, Signal Process..

[26]  K. Gerlach,et al.  HRR Detector for Slow-Moving Targets in Sea Clutter , 2007, IEEE Transactions on Aerospace and Electronic Systems.

[27]  Philippe Forster,et al.  Performance Analysis of Covariance Matrix Estimates in Impulsive Noise , 2008, IEEE Transactions on Signal Processing.

[28]  Christ D. Richmond,et al.  Performance of a class of adaptive detection algorithms in nonhomogeneous environments , 2000, IEEE Trans. Signal Process..

[29]  R. Raghavan Analysis of Steering Vector Mismatch on Adaptive Noncoherent Integration , 2013, IEEE Transactions on Aerospace and Electronic Systems.

[30]  Peng Zhang,et al.  Model-Based Wald Test for Adaptive Range-Spread Target Detection , 2017, IEEE Access.

[31]  K. Gerlach Spatially distributed target detection in non-Gaussian clutter , 1999 .

[32]  O. Besson,et al.  Detection of a signal in linear subspace with bounded mismatch , 2006, IEEE Transactions on Aerospace and Electronic Systems.

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

[34]  Lei Huang,et al.  Distributed Target Detectors With Capabilities of Mismatched Subspace Signal Rejection , 2017, IEEE Transactions on Aerospace and Electronic Systems.

[35]  Philippe Forster,et al.  Covariance Structure Maximum-Likelihood Estimates in Compound Gaussian Noise: Existence and Algorithm Analysis , 2008, IEEE Transactions on Signal Processing.

[36]  Danilo Orlando,et al.  One- and Two-Stage Tunable Receivers , 2009, IEEE Transactions on Signal Processing.

[37]  Olivier Besson,et al.  An ABORT-Like Detector With Improved Mismatched Signals Rejection Capabilities , 2008, IEEE Transactions on Signal Processing.

[38]  Jun Liu,et al.  Multichannel signal detection in interference and noise when signal mismatch happens , 2020, Signal Process..

[39]  G. Ricci,et al.  Adaptive Detection and Interference Rejection of Multiple Point-Like Radar Targets , 2006, IEEE Transactions on Signal Processing.

[40]  Muralidhar Rangaswamy,et al.  Statistical analysis of the nonhomogeneity detector for non-Gaussian interference backgrounds , 2005, IEEE Transactions on Signal Processing.

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

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

[43]  R. Garello,et al.  GLRT subspace detection for range and Doppler distributed targets , 2008, IEEE Transactions on Aerospace and Electronic Systems.