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
    Hua, YB
    Tugnait, JK
    [J]. IEEE SIGNAL PROCESSING LETTERS, 2000, 7 (12) : 348 - 350
  • [4] Source separation based on second order statistics - An algebraic approach
    Lindgren, U
    vanderVeen, AJ
    [J]. 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
    Shen, X.
    Xu, H.
    Cong, F.
    Lei, J.
    Huang, K.
    Zhang, Y.
    Meng, G.
    [J]. 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
    Shen, X
    Shi, X
    [J]. IEE PROCEEDINGS-VISION IMAGE AND SIGNAL PROCESSING, 2005, 152 (05): : 575 - 581
  • [7] MIMO instantaneous blind identification based on second-order temporal structure
    van de Laar, Jakob
    Moonen, Marc
    Sommen, Piet C. W.
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2008, 56 (09) : 4354 - 4364