Simultaneous Source Localization and Polarization Estimation via Non-Orthogonal Joint Diagonalization with Vector-Sensors

Joint estimation of direction-of-arrival (DOA) and polarization with electromagnetic vector-sensors (EMVS) is considered in the framework of complex-valued non-orthogonal joint diagonalization (CNJD). Two new CNJD algorithms are presented, which propose to tackle the high dimensional optimization problem in CNJD via a sequence of simple sub-optimization problems, by using LU or LQ decompositions of the target matrices as well as the Jacobi-type scheme. Furthermore, based on the above CNJD algorithms we present a novel strategy to exploit the multi-dimensional structure present in the second-order statistics of EMVS outputs for simultaneous DOA and polarization estimation. Simulations are provided to compare the proposed strategy with existing tensorial or joint diagonalization based methods.

[1]  M. Wax,et al.  Maximum likelihood localization of diversely polarized sources by simulated annealing , 1990 .

[2]  Jian Li,et al.  Efficient parameter estimation of partially polarized electromagnetic waves , 1994, IEEE Trans. Signal Process..

[3]  Xin Yuan,et al.  “Vector Cross-Product Direction-Finding” With an Electromagnetic Vector-Sensor of Six Orthogonally Oriented But Spatially Noncollocating Dipoles/Loops , 2011, IEEE Transactions on Signal Processing.

[4]  Antoine Souloumiac,et al.  Jacobi Angles for Simultaneous Diagonalization , 1996, SIAM J. Matrix Anal. Appl..

[5]  Bijan Afsari,et al.  Simple LU and QR Based Non-orthogonal Matrix Joint Diagonalization , 2006, ICA.

[6]  Arye Nehorai,et al.  Linear independence of steering vectors of an electromagnetic vector sensor , 1996, IEEE Trans. Signal Process..

[7]  Zhiwen Liu,et al.  Adaptive Quasi-Cross-Product Algorithm for Uni-Tripole Tracking of Moving Source , 2006, 2006 International Conference on Communication Technology.

[8]  Zhiwen Liu,et al.  Direction finding via biquaternion matrix diagonalization with vector-sensors , 2011, Signal Process..

[9]  Michael D. Zoltowski,et al.  Closed-form eigenstructure-based direction finding using arbitrary but identical subarrays on a sparse uniform Cartesian array grid , 2000, IEEE Trans. Signal Process..

[10]  Eva Ceulemans,et al.  The LMPCA program: A graphical user interface for fitting the linked-mode PARAFAC-PCA model to coupled real-valued data , 2009, Behavior research methods.

[11]  Zhiwen Liu,et al.  Quad-Quaternion MUSIC for DOA Estimation Using Electromagnetic Vector Sensors , 2008, EURASIP J. Adv. Signal Process..

[12]  K.T. Wong,et al.  Virtual-manifold ambiguity in HOS-based direction-finding with electromagnetic vector-sensors , 2008, IEEE Transactions on Aerospace and Electronic Systems.

[13]  Shihua Zhu,et al.  Approximate joint diagonalization by nonorthogonal nonparametric Jacobi transformations , 2010, 2010 IEEE International Conference on Acoustics, Speech and Signal Processing.

[14]  A. Nehorai,et al.  Design and realization of a distributed vector sensor for polarization diversity applications , 2007, 2007 International Waveform Diversity and Design Conference.

[15]  Jin He,et al.  Computationally efficient two-dimensional direction-of-arrival estimation of electromagnetic sources using the propagator method , 2009 .

[16]  J. Compton The tripole antenna: An adaptive array with full polarization flexibility , 1981 .

[17]  Heinz Mathis,et al.  Joint diagonalization of correlation matrices by using gradient methods with application to blind signal separation , 2002, Sensor Array and Multichannel Signal Processing Workshop Proceedings, 2002.

[18]  Laurent Albera,et al.  Joint Eigenvalue Decomposition Using Polar Matrix Factorization , 2010, LVA/ICA.

[19]  Joseph Tabrikian,et al.  Source localization using vector sensor array in a multipath environment , 2004, IEEE Transactions on Signal Processing.

[20]  Nicolas Le Bihan,et al.  Quaternion-MUSIC for vector-sensor array processing , 2006, IEEE Transactions on Signal Processing.

[21]  Jian Qiu Zhang,et al.  Geometric Algebra of Euclidean 3-Space for Electromagnetic Vector-Sensor Array Processing, Part I: Modeling , 2010, IEEE Transactions on Antennas and Propagation.

[22]  David Brie,et al.  DOA estimation for polarized sources on a vector-sensor array by PARAFAC decomposition of the fourth-order covariance tensor , 2008, 2008 16th European Signal Processing Conference.

[23]  M. Joho,et al.  Joint diagonalization of correlation matrices by using Newton methods with application to blind signal separation , 2002, Sensor Array and Multichannel Signal Processing Workshop Proceedings, 2002.

[24]  Nicolas Le Bihan,et al.  MUSIC Algorithm for Vector-Sensors Array Using Biquaternions , 2007, IEEE Transactions on Signal Processing.

[25]  Michael D. Zoltowski,et al.  ESPRIT-based 2-D direction finding with a sparse uniform array of electromagnetic vector sensors , 2000, IEEE Trans. Signal Process..

[26]  Bin Song,et al.  Using a new structured joint congruence (STJOCO) transformation of Hermitian matrices for precoding in multi-user MIMO systems , 2010, 2010 IEEE International Conference on Acoustics, Speech and Signal Processing.

[27]  Yimin Zhang,et al.  Spatial polarimetric time-frequency distributions for direction-of-arrival estimations , 2006, IEEE Transactions on Signal Processing.

[28]  Zhiwen Liu,et al.  Direction-of-arrival estimation via twofold mode-projection , 2009, Signal Process..

[29]  David Brie,et al.  Identifiability of the parafac model for polarized source mixture on a vector sensor array , 2008, 2008 IEEE International Conference on Acoustics, Speech and Signal Processing.

[30]  Yougen Xu,et al.  Quaternion ESPRIT for direction finding with a polarization sentive array , 2008, 2008 9th International Conference on Signal Processing.

[31]  Hao Shen,et al.  Block Jacobi-type methods for non-orthogonal joint diagonalisation , 2009, 2009 IEEE International Conference on Acoustics, Speech and Signal Processing.

[32]  Xi-Lin Li,et al.  Nonorthogonal Joint Diagonalization Free of Degenerate Solution , 2007, IEEE Transactions on Signal Processing.

[33]  P. Tichavsky,et al.  Fast Approximate Joint Diagonalization Incorporating Weight Matrices , 2009, IEEE Transactions on Signal Processing.

[34]  Jian Li,et al.  Efficient direction and polarization estimation with a COLD array , 1996 .

[35]  Arye Nehorai,et al.  Cross-product algorithms for source tracking using an EM vector sensor , 1999, IEEE Trans. Signal Process..

[36]  Zhiwen Liu,et al.  Coherent Source Localization: Bicomplex Polarimetric Smoothing with Electromagnetic Vector-Sensors , 2011, IEEE Transactions on Aerospace and Electronic Systems.

[37]  K. T. Wong,et al.  Uni-vector-sensor ESPRIT for multisource azimuth, elevation, and polarization estimation , 1997 .

[38]  J. Li Direction and polarization estimation using arrays with small loops and short dipoles , 1993 .

[39]  Anthony J. Weiss,et al.  Analysis of a signal estimation algorithm for diversely polarized arrays , 1993, IEEE Trans. Signal Process..

[40]  Arye Nehorai,et al.  Uniqueness study of measurements obtainable with arrays of electromagnetic vector sensors , 1996, IEEE Trans. Signal Process..

[41]  T. Parks,et al.  Direction finding with an array of antennas having diverse polarizations , 1983 .

[42]  Laurent Albera,et al.  Higher Order Direction Finding From Arrays With Diversely Polarized Antennas: The PD-2q-MUSIC Algorithms , 2007, IEEE Transactions on Signal Processing.

[43]  Nikos D. Sidiropoulos,et al.  Parallel factor analysis in sensor array processing , 2000, IEEE Trans. Signal Process..

[44]  Benjamin Friedlander,et al.  Maximum likelihood signal estimation for polarization sensitive arrays , 1993 .

[45]  Lieven De Lathauwer,et al.  A Link between the Canonical Decomposition in Multilinear Algebra and Simultaneous Matrix Diagonalization , 2006, SIAM J. Matrix Anal. Appl..

[46]  Arye Nehorai,et al.  Identifiability in array processing models with vector-sensor applications , 1996, IEEE Trans. Signal Process..

[47]  M.,et al.  Subspace Fitting with Diversely Polarized Antenna Arrays , 2009 .

[48]  Arie Yeredor,et al.  Non-orthogonal joint diagonalization in the least-squares sense with application in blind source separation , 2002, IEEE Trans. Signal Process..

[49]  Dinh Tuan Pham,et al.  Joint Approximate Diagonalization of Positive Definite Hermitian Matrices , 2000, SIAM J. Matrix Anal. Appl..

[50]  H. S. Wolff,et al.  iRun: Horizontal and Vertical Shape of a Region-Based Graph Compression , 2022, Sensors.

[51]  Yougen Xu,et al.  Polarimetric angular smoothing algorithm for an electromagnetic vector-sensor array , 2007 .

[52]  Nikos D. Sidiropoulos,et al.  Blind PARAFAC receivers for DS-CDMA systems , 2000, IEEE Trans. Signal Process..

[53]  K. T. Wong,et al.  Self-initiating MUSIC-based direction finding and polarization estimation in spatio-polarizational beamspace , 2000 .

[54]  K. T. Wong,et al.  Closed-form direction finding and polarization estimation with arbitrarily spaced electromagnetic vector-sensors at unknown locations , 2000 .

[55]  K.T. Wong,et al.  CRB: Sinusoid-Sources' Estimation using Collocated Dipoles/Loops , 2009, IEEE Transactions on Aerospace and Electronic Systems.

[56]  Arye Nehorai,et al.  Vector-sensor array processing for electromagnetic source localization , 1994, IEEE Trans. Signal Process..

[57]  Antoine Souloumiac,et al.  Nonorthogonal Joint Diagonalization by Combining Givens and Hyperbolic Rotations , 2009, IEEE Transactions on Signal Processing.

[58]  Kainam Thomas Wong Blind beamforming/geolocation for wideband-FFHs with unknown hop-sequences , 2001 .

[59]  Michael D. Zoltowski,et al.  Closed-form direction-finding with arbitrarily spaced electromagnetic vector-sensors at unknown locations , 1998, Proceedings of the 1998 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP '98 (Cat. No.98CH36181).

[60]  Yougen Xu,et al.  Regularised parallel factor analysis for the estimation of direction-of-arrival and polarisation with a single electromagnetic vector-sensor , 2011 .

[61]  Xiaofeng Gong,et al.  Source localization via trilinear decomposition of cross covariance tensor with vector-sensor arrays , 2010, 2010 Seventh International Conference on Fuzzy Systems and Knowledge Discovery.

[62]  Wong,et al.  Root-MUSIC-based direction-finding and polarization estimation using diversely polarized possibly collocated antennas , 2004, IEEE Antennas and Wireless Propagation Letters.