A Blind Source Separation Method Based on Kalman Filtering

被引:3
|
作者
Hu, Zhihui [1 ]
Feng, Jiuchao [1 ]
机构
[1] S China Univ Technol, Sch Elect & Informat Engn, Guangzhou 510641, Peoples R China
关键词
CHAOTIC SIGNAL; EXTRACTION;
D O I
10.1109/ICCCAS.2009.5250473
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
According to Nonlinear Principal Component Analysis (NPCA) criterion, a blind source separation algorithm based on Kalman filtering is proposed in this paper. The convergence property of the algorithm is analyzed. The performance of the algorithm is evaluated by using several different kinds of sources. The effect of the number of iteration steps and the observation noise for the performance are investigated. The results show that this algorithm can separate chaotic as well as other sources from linear instantaneous mixtures effectively.
引用
收藏
页码:473 / 476
页数:4
相关论文
共 50 条
  • [1] Kalman filtering algorithm for blind source separation
    Lv, Q
    Zhang, XD
    Jia, Y
    2005 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOLS 1-5: SPEECH PROCESSING, 2005, : 257 - 260
  • [2] Convolutive Blind Source Separation using Fourier Kalman Filtering
    Langkam, Sabita
    Deb, Alok Kanti
    2017 ASIA MODELLING SYMPOSIUM (AMS 2017) / 11TH INTERNATIONAL CONFERENCE ON MATHEMATICAL MODELLING & COMPUTER SIMULATION, 2017, : 118 - 124
  • [3] Particle filtering based noisy blind source separation
    Cong, F.
    Xu, X.
    Zhou, S.
    Du, S.
    Shi, X.
    ELECTRONICS LETTERS, 2007, 43 (09) : 547 - 549
  • [4] Elimination of filtering indeterminacy in blind source separation
    Matsuoka, Kiyotoshi
    NEUROCOMPUTING, 2008, 71 (10-12) : 2113 - 2126
  • [5] Adaptive Subband Forward Blind Source Separation Algorithms Based on Kalman Mechanism
    Ye, Jianhong
    Yu, Yi
    Zakharov, Yuriy
    Liu, Zhigang
    He, Hongsen
    IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2024, 73 : 1 - 15
  • [6] A blind source separation based method for speech encryption
    Lin, Qiu-Hua
    Yin, Fu-Liang
    Mei, Tie-Min
    Liang, Hualou
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2006, 53 (06) : 1320 - 1328
  • [7] Full-waveform LiDAR Echo Filtering Based on Blind Source Separation
    Li, Duan
    Xu, Lijun
    Li, Xiaolu
    Sun, Jiangtao
    Sun, Shijie
    Tian, Wenbin
    2019 IEEE INTERNATIONAL INSTRUMENTATION AND MEASUREMENT TECHNOLOGY CONFERENCE (I2MTC), 2019, : 1819 - 1824
  • [8] Blind separation of audio signals using trigonometric transforms and Kalman filtering
    Ahmed, Mussa
    Abd El-Samie, Fathi
    INTERNATIONAL JOURNAL OF SPEECH TECHNOLOGY, 2013, 16 (01) : 7 - 17
  • [9] Noise Source Separation based on the Blind Source Separation
    Yang, Yang
    Li, Zuoli
    Wang, Xiuqin
    Zhang, Di
    2011 CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-6, 2011, : 2236 - +
  • [10] Blind adaptive multiuser detection based on Kalman filtering
    Zhang, XD
    Wei, W
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2002, 50 (01) : 87 - 95