Regularised parallel factor analysis for the estimation of direction-of-arrival and polarisation with a single electromagnetic vector-sensor
作者： X.-F. Gong , Z.-W. Liu , Y.-G. Xu
DOI: 10.1049/IET-SPR.2009.0221
关键词:
摘要: This study considers the problem of direction-of-arrival (DOA) and polarisation estimation based on a single six-component electromagnetic vector-sensor. A regularised parallel factor analysis (PARAFAC) model that fuses both second- fourth-order statistics sensor signal is established within framework. The steering vectors can be uniquely identified by exploiting link between this trilinear PARAFAC, from which unambiguous 2-D DOAs states further obtained. proposed method combines nice variance property second-order intrinsic multi-invariance structure cumulant (FOC) in tensorial manner, offers better performance than parameters via rotational invariance techniques FOC-based PARAFAC presence noise finite data length. Simulations are provided to illustrate method.
aip.org
sci-hub.se 参考文章(19)
Lieven De Lathauwer, Signal Processing based on Multilinear Algebra ,(1997)
A. Nehorai, P. Tichavsky, Cross-product algorithms for source tracking using an EM vector sensor IEEE Transactions on Signal Processing. ,vol. 47, pp. 2863- 2867 ,(1999) , 10.1109/78.790667
Åke Björck, Numerical Methods for Least Squares Problems ,(1996)
Yougen Xu, Zhiwen Liu, Jinliang Cao, Perturbation analysis of conjugate MI-ESPRIT for single acoustic vector-sensor-based noncircular signal direction finding Signal Processing. ,vol. 87, pp. 1597- 1612 ,(2007) , 10.1016/J.SIGPRO.2006.12.016
Lieven De Lathauwer, A Link between the Canonical Decomposition in Multilinear Algebra and Simultaneous Matrix Diagonalization SIAM Journal on Matrix Analysis and Applications. ,vol. 28, pp. 642- 666 ,(2006) , 10.1137/040608830
Dimitri Nion, Lieven De Lathauwer, Fast communication: An enhanced line search scheme for complex-valued tensor decompositions. Application in DS-CDMA Signal Processing. ,vol. 88, pp. 749- 755 ,(2008) , 10.1016/J.SIGPRO.2007.07.024
Yougen Xu, Zhiwen Liu, Uni-vector-sensor direction finding with regularized ESPRIT Journal of Electronics (China). ,vol. 25, pp. 20- 27 ,(2008) , 10.1007/S11767-006-0091-8
Myriam Rajih, Pierre Comon, Richard A. Harshman, Enhanced Line Search: A Novel Method to Accelerate PARAFAC SIAM Journal on Matrix Analysis and Applications. ,vol. 30, pp. 1128- 1147 ,(2008) , 10.1137/06065577
Kah-Chye Tan, Kwok-Chiang Ho, A. Nehorai, Linear independence of steering vectors of an electromagnetic vector sensor IEEE Transactions on Signal Processing. ,vol. 44, pp. 3099- 3107 ,(1996) , 10.1109/78.553483
Giorgio Tomasi, Rasmus Bro, A comparison of algorithms for fitting the PARAFAC model Computational Statistics & Data Analysis. ,vol. 50, pp. 1700- 1734 ,(2006) , 10.1016/J.CSDA.2004.11.013