Knowledge-Aided STAP Using Low Rank and Geometry Properties

This paper presents knowledge-aided space-time adaptive processing (KA-STAP) algorithms that exploit the low-rank dominant clutter and the array geometry properties (LRGP) for airborne radar applications. The core idea is to exploit the clutter subspace that is only determined by the space-time steering vectors, by employing the Gram-Schmidt orthogonalization approach to compute the clutter subspace. Simulation results illustrate the effectiveness of our proposed algorithms.

[1]  Michael Picciolo,et al.  Space-Time Adaptive Processing for Radar , 2008 .

[2]  Martin Haardt,et al.  Blind Adaptive Constrained Reduced-Rank Parameter Estimation Based on Constant Modulus Design for CDMA Interference Suppression , 2008, IEEE Transactions on Signal Processing.

[3]  R. Klemm Principles of Space-Time Adaptive Processing , 2002 .

[4]  J. Guerci,et al.  Improved clutter mitigation performance using knowledge-aided space-time adaptive processing , 2006, IEEE Transactions on Aerospace and Electronic Systems.

[5]  M.C. Wicks,et al.  Space-time adaptive processing: a knowledge-based perspective for airborne radar , 2006, IEEE Signal Processing Magazine.

[6]  R. D. Lamare Adaptive reduced-rank LCMV beamforming algorithms based on joint iterative optimisation of filters , 2008 .

[7]  Rodrigo C. de Lamare,et al.  Adaptive reduced-rank MMSE filtering with interpolated FIR filters and adaptive interpolators , 2005, IEEE Signal Process. Lett..

[8]  Rodrigo C. de Lamare,et al.  Reduced-Rank Linear Interference Suppression for DS-UWB Systems Based on Switched Approximations of Adaptive Basis Functions , 2011, IEEE Transactions on Vehicular Technology.

[9]  J. S. Goldstein,et al.  Multistage partially adaptive STAP CFAR detection algorithm , 1999 .

[10]  R. Sampaio-Neto,et al.  Reduced-Rank Adaptive Filtering Based on Joint Iterative Optimization of Adaptive Filters , 2007, IEEE Signal Processing Letters.

[11]  Joseph R. Guerci,et al.  Space-Time Adaptive Processing for Radar , 2003 .

[12]  J. R. Guerci,et al.  Cognitive radar: A knowledge-aided fully adaptive approach , 2010, 2010 IEEE Radar Conference.

[13]  Xiang Li,et al.  $L_1$ -Regularized STAP Algorithms With a Generalized Sidelobe Canceler Architecture for Airborne Radar , 2012, IEEE Transactions on Signal Processing.

[14]  J. S. Goldstein,et al.  Theory of partially adaptive radar , 1997, IEEE Transactions on Aerospace and Electronic Systems.

[15]  Rodrigo C. de Lamare,et al.  Adaptive Reduced-Rank MMSE Parameter Estimation Based on an Adaptive Diversity-Combined Decimation and Interpolation Scheme , 2007, ICASSP.

[16]  Rodrigo C. de Lamare,et al.  Adaptive Interference Suppression for DS-CDMA Systems Based on Interpolated FIR Filters With Adaptive Interpolators in Multipath Channels , 2007, IEEE Transactions on Vehicular Technology.

[17]  A.M. Haimovich,et al.  Eigenanalysis-based space-time adaptive radar: performance analysis , 1997, IEEE Transactions on Aerospace and Electronic Systems.

[18]  Rodrigo C. de Lamare,et al.  Adaptive Reduced-Rank Equalization Algorithms Based on Alternating Optimization Design Techniques for MIMO Systems , 2011, IEEE Trans. Veh. Technol..

[19]  Rodrigo C. de Lamare,et al.  Adaptive Reduced-Rank Constrained Constant Modulus Algorithms Based on Joint Iterative Optimization of Filters for Beamforming , 2010, IEEE Transactions on Signal Processing.

[20]  Petre Stoica,et al.  Knowledge-Aided Space-Time Adaptive Processing , 2007, ASILOMAR 2007.

[21]  Charles R. Johnson,et al.  Matrix analysis , 1985, Statistical Inference for Engineers and Data Scientists.

[22]  Martin Haardt,et al.  Blind Adaptive Constrained Constant-Modulus Reduced-Rank Interference Suppression Algorithms Based on Interpolation and Switched Decimation , 2011, IEEE Transactions on Signal Processing.

[23]  Jian Li,et al.  Knowledge-Aided Space-Time Adaptive Processing , 2007, 2007 Conference Record of the Forty-First Asilomar Conference on Signals, Systems and Computers.

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

[25]  Braham Himed,et al.  Angle-Doppler processing using sparse regularization , 2010, 2010 IEEE International Conference on Acoustics, Speech and Signal Processing.

[26]  Nathan A. Goodman,et al.  On Clutter Rank Observed by Arbitrary Arrays , 2007, IEEE Transactions on Signal Processing.

[27]  Xiang Li,et al.  Sparsity-aware space-time adaptive processing algorithms with L1-norm regularisation for airborne radar , 2012, IET Signal Process..

[28]  Thomas Kailath,et al.  Fast subspace decomposition , 1994, IEEE Trans. Signal Process..

[29]  Karl Gerlach,et al.  Airborne/spacebased radar STAP using a structured covariance matrix , 2003 .

[30]  J.R. Guerci,et al.  Knowledge-aided adaptive radar at DARPA: an overview , 2006, IEEE Signal Processing Magazine.

[31]  W.L. Melvin,et al.  A STAP overview , 2004, IEEE Aerospace and Electronic Systems Magazine.

[32]  Rodrigo C. de Lamare,et al.  Reduced-Rank STAP Algorithms using Joint Iterative Optimization of Filters , 2011, IEEE Transactions on Aerospace and Electronic Systems.

[33]  Rodrigo C. de Lamare,et al.  Low-Complexity Reduced-Rank Linear Interference Suppression Based on Set-Membership Joint Iterative Optimization for DS-CDMA Systems , 2011, IEEE Transactions on Vehicular Technology.

[34]  Rodrigo C. de Lamare,et al.  Adaptive reduced-rank LCMV beamforming algorithms based on joint iterative optimization of filters: Design and analysis , 2010, Signal Process..

[35]  Rodrigo C. de Lamare,et al.  Reduced-Rank STAP Schemes for Airborne Radar Based on Switched Joint Interpolation, Decimation and Filtering Algorithm , 2010, IEEE Transactions on Signal Processing.

[36]  Xiang Li,et al.  On Clutter Sparsity Analysis in Space–Time Adaptive Processing Airborne Radar , 2013, IEEE Geoscience and Remote Sensing Letters.

[37]  Joseph R. Guerci,et al.  GMTI STAP in target-rich environments: site-specific analysis , 2002, Proceedings of the 2002 IEEE Radar Conference (IEEE Cat. No.02CH37322).

[38]  Wasfy B. Mikhael,et al.  Estimation of the clutter rank in the case of subarraying for space-time adaptive processing , 1997 .

[39]  Joseph R. Guerci,et al.  Principal components, covariance matrix tapers, and the subspace leakage problem , 2002 .

[40]  Rodrigo C. de Lamare,et al.  Reduced-Rank Space-Time Adaptive Interference Suppression With Joint Iterative Least Squares Algorithms for Spread-Spectrum Systems , 2010, IEEE Trans. Veh. Technol..

[41]  Rodrigo C. de Lamare,et al.  Efficient Acoustic Echo Cancellation With Reduced-Rank Adaptive Filtering Based on Selective Decimation and Adaptive Interpolation , 2008, IEEE Transactions on Audio, Speech, and Language Processing.

[42]  R. D. Lamare,et al.  Adaptive Interference Suppression for DS-CDMA Systems Based on Interpolated FIR Filters With Adaptive Interpolators in Multipath Channels , 2007, IEEE Transactions on Vehicular Technology.

[43]  Hong Wang,et al.  On adaptive spatial-temporal processing for airborne surveillance radar systems , 1994 .

[44]  A. Farina,et al.  Design and analysis of a knowledge-aided radar detector for doppler processing , 2006, IEEE Transactions on Aerospace and Electronic Systems.

[45]  Jian Li,et al.  On Using a priori Knowledge in Space-Time Adaptive Processing , 2008, IEEE Transactions on Signal Processing.

[46]  Rodrigo C. de Lamare,et al.  Knowledge-aided STAP algorithm using convex combination of inverse covariance matrices for heterogenous clutter , 2010, 2010 IEEE International Conference on Acoustics, Speech and Signal Processing.

[47]  Xiang Li,et al.  Sparsity-based space-time adaptive processing using complex-valued homotopy technique , 2013, 2013 IEEE Radar Conference (RadarCon13).

[48]  W.L. Melvin,et al.  An approach to knowledge-aided covariance estimation , 2006, IEEE Transactions on Aerospace and Electronic Systems.

[49]  Yongliang Wang,et al.  Clutter suppression for airborne phased radar with conformal arrays by least squares estimation , 2011, Signal Process..

[50]  Xiang Li,et al.  Adaptive clutter suppression based on iterative adaptive approach for airborne radar , 2013, Signal Process..

[51]  Yingning Peng,et al.  Performance of knowledge aided space time adaptive processing , 2011 .

[52]  Martin Haardt,et al.  Adaptive Widely Linear Reduced-Rank Interference Suppression Based on the Multistage Wiener Filter , 2012, IEEE Transactions on Signal Processing.

[53]  Yingning Peng,et al.  On the Essence of Knowledge-Aided Clutter Covariance Estimate and Its Convergence , 2011, IEEE Transactions on Aerospace and Electronic Systems.

[54]  Jean-Yves Tourneret,et al.  Knowledge-Aided STAP in Heterogeneous Clutter using a Hierarchical Bayesian Algorithm , 2011, IEEE Transactions on Aerospace and Electronic Systems.

[55]  Qingwen Zhang,et al.  Parametric adaptive matched filter for airborne radar applications , 2000, IEEE Trans. Aerosp. Electron. Syst..

[56]  P. P. Vaidyanathan,et al.  MIMO Radar Space–Time Adaptive Processing Using Prolate Spheroidal Wave Functions , 2008, IEEE Transactions on Signal Processing.

[57]  R. D. de Lamare,et al.  Reduced-rank interference suppression for DS-CDMA based on interpolated FIR filters , 2005, IEEE Communications Letters.

[58]  Rodrigo C. de Lamare,et al.  Knowledge-aided STAP algorithm using affine combination of inverse covariance matrices for heterogenous clutter , 2010 .

[59]  Rodrigo C. de Lamare,et al.  Adaptive Reduced-Rank Processing , 2013 .