MIMO Instantaneous Blind Identification Based on Second-Order Temporal Structure and Newton's Method

被引:0
作者
Shen, Xizhong [1 ,2 ]
Meng, Guang [2 ]
机构
[1] Shanghai Inst Technol, Mech & Elect Dept, Shanghai 200235, Peoples R China
[2] Shanghai Jiao Tong Univ, State Key Lab Mech Syst &Vibrat, Shanghai, Peoples R China
来源
ARTIFICIAL INTELLIGENCE AND COMPUTATIONAL INTELLIGENCE, PROCEEDINGS | 2009年 / 5855卷
基金
美国国家科学基金会;
关键词
instantaneous blind identification; homogeneous system; second order temporal statistics; Newton's method; nonlinear; EQUALIZATION ALGORITHM; SYSTEM;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a new MIMO instantaneous blind identification algorithm based on second order temporal property and Newton's Method. Second order temporal structure is reformulated in a particular way such that each column of the unknown mixing matrix satisfies a system of nonlinear multivariate homogeneous polynomial equations. The nonlinear system is solved by Newton's method for the equations. Our algorithm allows estimating the mixing matrix for scenarios with 4 sources and 3 sensors, etc. Simulations and comparisons show its effective with more accurate solutions than the algorithm with homotopy method.
引用
收藏
页码:497 / +
页数:3
相关论文
共 7 条
[1]  
BURDEN RL, 2001, NUMERICAL ANAL, P600
[2]  
Cichocki A., 2002, Adaptive blind signal and image processing: Learning algorithms and applications
[3]   Blind identifiability of FIR-MIMO systems with colored input using second order statistics [J].
Hua, YB ;
Tugnait, JK .
IEEE SIGNAL PROCESSING LETTERS, 2000, 7 (12) :348-350
[4]   Source separation based on second order statistics - An algebraic approach [J].
Lindgren, U ;
vanderVeen, AJ .
8TH IEEE SIGNAL PROCESSING WORKSHOP ON STATISTICAL SIGNAL AND ARRAY PROCESSING, PROCEEDINGS, 1996, :324-327
[5]   Blind equalisation algorithm of FIR MIMO system in frequency domain [J].
Shen, X. ;
Xu, H. ;
Cong, F. ;
Lei, J. ;
Huang, K. ;
Zhang, Y. ;
Meng, G. .
IEE PROCEEDINGS-VISION IMAGE AND SIGNAL PROCESSING, 2006, 153 (05) :703-710
[6]   Online blind equalisation algorithm of an FIR MIMO channel system for non-stationary signals [J].
Shen, X ;
Shi, X .
IEE PROCEEDINGS-VISION IMAGE AND SIGNAL PROCESSING, 2005, 152 (05) :575-581
[7]   MIMO instantaneous blind identification based on second-order temporal structure [J].
van de Laar, Jakob ;
Moonen, Marc ;
Sommen, Piet C. W. .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2008, 56 (09) :4354-4364