Two-Channel Passive Detection of Cyclostationary Signals

This paper considers passive detection of a cyclostationary signal in two multiple-input multiple-output (MIMO) channels. The passive detection system consists of an illuminator of opportunity (IO), a reference array, and a surveillance array, each equipped with multiple antennas. As common transmission signals of the IO are cyclostationary, our goal is to detect the presence of cyclostationarity at the surveillance array, given observations from both channels. To this end, we analyze the existence of optimal invariant tests, and we derive an alternative and more insightful expression for a previously proposed generalized likelihood ratio test (GLRT). Since we show that neither the uniformly most powerful invariant test (UMPIT) nor the locally most powerful invariant test (LMPIT) exist, we propose an LMPIT-inspired detector that is given by a function of the cyclic cross-power spectral density. We show that the LMPIT-inspired detector outperforms the GLRT, and both detectors outperform state-of-the-art techniques.

[1]  F. Colone,et al.  Cancellation of clutter and multipath in passive radar using a sequential approach , 2006, 2006 IEEE Conference on Radar.

[2]  Danilo Orlando,et al.  A Unifying Framework for Adaptive Radar Detection in Homogeneous Plus Structured Interference— Part I: On the Maximal Invariant Statistic , 2015, IEEE Transactions on Signal Processing.

[3]  Reda Zemmari,et al.  GSM passive radar for medium range surveillance , 2009, 2009 European Radar Conference (EuRAD).

[4]  Louis L. Scharf,et al.  A regularized maximum likelihood estimator for the period of a cyclostationary process , 2014, 2014 48th Asilomar Conference on Signals, Systems and Computers.

[5]  Peter J. Schreier,et al.  LMPIT-Inspired Tests for Detecting a Cyclostationary Signal in Noise With Spatio–Temporal Structure , 2018, IEEE Transactions on Wireless Communications.

[6]  Karl Woodbridge,et al.  Extended time processing for passive bistatic radar , 2013 .

[7]  Vincenzo Carotenuto,et al.  On Multiple Covariance Equality Testing with Application to SAR Change Detection , 2017, IEEE Transactions on Signal Processing.

[8]  Peter J. Schreier,et al.  Detection of cyclostationarity in the presence of temporal or spatial structure with applications to cognitive radio , 2016, 2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[9]  S. Howard,et al.  Generalized canonical correlation for passive multistatic radar detection , 2011, 2011 IEEE Statistical Signal Processing Workshop (SSP).

[10]  Stephen D. Howard,et al.  Passive radar detection using multiple transmitters , 2013, 2013 Asilomar Conference on Signals, Systems and Computers.

[11]  Stephen Howard,et al.  Clutter Cancellation in Passive Radar as a Dual Basis Projection , 2019, 2019 53rd Asilomar Conference on Signals, Systems, and Computers.

[12]  Hugh Griffiths,et al.  An Introduction to Passive Radar , 2017 .

[13]  Hongwei Liu,et al.  Linear fusion for target detection in passive multistatic radar , 2017, Signal Process..

[14]  J. E. Palmer,et al.  Evaluation of adaptive filter algorithms for clutter cancellation in Passive Bistatic Radar , 2012, 2012 IEEE Radar Conference.

[15]  Fabiola Colone,et al.  Passive bistatic radar (PBR) demonstrator , 2007 .

[16]  F. Colone,et al.  A Multistage Processing Algorithm for Disturbance Removal and Target Detection in Passive Bistatic Radar , 2009, IEEE Transactions on Aerospace and Electronic Systems.

[17]  Ran Tao,et al.  Direct-path suppression by spatial filtering in digital television terrestrial broadcasting-based passive radar , 2010 .

[18]  K. Kulpa,et al.  Masking effect and its removal in PCL radar , 2005 .

[19]  P. E. Howland,et al.  FM radio based bistatic radar , 2005 .

[20]  Phillipp Meister,et al.  Statistical Signal Processing Detection Estimation And Time Series Analysis , 2016 .

[21]  Yongliang Wang,et al.  Adaptive Double Subspace Signal Detection in Gaussian Background—Part I: Homogeneous Environments , 2014, IEEE Transactions on Signal Processing.

[22]  H. Hurd,et al.  Periodically Correlated Random Sequences , 2007 .

[23]  Douglas Cochran,et al.  Passive detection of rank-one signals with a multiantenna reference channel , 2016, 2016 24th European Signal Processing Conference (EUSIPCO).

[24]  L. Scharf,et al.  Statistical Signal Processing of Complex-Valued Data: The Theory of Improper and Noncircular Signals , 2010 .

[25]  Yuan Wang,et al.  Canonical correlations for target detection in a passive radar network , 2016, 2016 50th Asilomar Conference on Signals, Systems and Computers.

[26]  H. Griffiths,et al.  Passive coherent location radar systems. Part 1: performance prediction , 2005 .

[27]  Yuan Wang,et al.  Passive Detection of Correlated Subspace Signals in Two MIMO Channels , 2017, IEEE Transactions on Signal Processing.

[28]  H. Griffiths,et al.  Television-based bistatic radar , 1986 .

[29]  Yuan Wang,et al.  A GLRT approach for detecting correlated signals in white noise in two MIMO channels , 2017, 2017 25th European Signal Processing Conference (EUSIPCO).

[30]  Antonio Napolitano,et al.  Cyclostationarity: Half a century of research , 2006, Signal Process..

[31]  Hongbin Li,et al.  On the performance of the cross-correlation detector for passive radar applications , 2015, Signal Process..

[32]  Peter J. Schreier,et al.  Two-Channel Passive Detection Exploiting Cyclostationarity , 2019, 2019 27th European Signal Processing Conference (EUSIPCO).

[33]  L. Paura,et al.  Cyclostationarity-based signal detection and source location in non-Gaussian noise , 1996, IEEE Trans. Commun..

[34]  Amir Zaimbashi,et al.  GLRT-Based CFAR Detection in Passive Bistatic Radar , 2013, IEEE Transactions on Aerospace and Electronic Systems.

[35]  Mahmood R. Azimi-Sadjadi,et al.  Detection of Spatially Correlated Time Series From a Network of Sensor Arrays , 2014, IEEE Transactions on Signal Processing.

[36]  Biao Huang,et al.  Cyclo-period estimation for discrete-time cyclo-stationary signals , 2006, IEEE Transactions on Signal Processing.

[37]  H. Griffiths,et al.  Bistatic radar using satellite-borne illuminators of opportunity , 1992 .

[38]  Stephen D. Howard,et al.  An exact Bayesian detector for multistatic passive radar , 2016, 2016 50th Asilomar Conference on Signals, Systems and Computers.

[39]  R. Wijsman,et al.  Cross-sections of orbits and their application to densities of maximal invariants , 1967 .

[40]  William A. Gardner,et al.  Spectral Correlation of Modulated Signals: Part II - Digital Modulation , 1987, IEEE Transactions on Communications.

[41]  Louis L. Scharf,et al.  Detection of Multivariate Cyclostationarity , 2015, IEEE Transactions on Signal Processing.

[42]  William A. Gardner,et al.  Detection and source location of weak cyclostationary signals: simplifications of the maximum-likelihood receiver , 1993, IEEE Trans. Commun..

[43]  Georgios B. Giannakis,et al.  Statistical tests for presence of cyclostationarity , 1994, IEEE Trans. Signal Process..

[44]  Pierfrancesco Lombardo,et al.  Multipath cancellation on reference antenna for passive radar which exploits fm transmission , 2007 .

[45]  Louis L. Scharf,et al.  Detection of Spatially Correlated Gaussian Time Series , 2010, IEEE Transactions on Signal Processing.

[46]  Pierfrancesco Lombardo,et al.  Space-time constant modulus algorithm for multipath removal on the reference signal exploited by passive bistatic radar , 2009 .