A Complex Mixing Matrix Estimation Algorithm Based on Single Source Points

被引:18
|
作者
Li, Yibing [1 ]
Nie, Wei [1 ]
Ye, Fang [1 ]
机构
[1] Harbin Engn Univ, Coll Informat & Commun Engn, Harbin 150001, Peoples R China
关键词
Complex mixing matrix estimation; Under-determined blind source separation; Single source points; Time-frequency coefficients; BLIND SOURCE SEPARATION; SPARSE COMPONENT ANALYSIS; UNDERDETERMINED MIXTURES; SPEECH MIXTURES;
D O I
10.1007/s00034-015-0027-3
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper considers the complex mixing matrix estimation in the under-determined blind source separation. An effective estimation algorithm through detecting single source points contributed by only one source is proposed. First, the single source points are detected by utilizing the real and the imaginary components of the time-frequency coefficients of mixed signals. The algorithm is suitable for the case in which the mixing matrix is complex, while traditional algorithms usually estimate the real mixing matrix. Then, through modeling and calculating, the mixing matrix of mixed signals can be estimated. Finally, the clustering process is improved in order to get more accurate results. The algorithm can estimate the complex mixing matrix when the number of sensors is less than that of sources. The experimental results validate the efficiency of the estimation algorithm.
引用
收藏
页码:3709 / 3723
页数:15
相关论文
共 50 条
  • [1] A Complex Mixing Matrix Estimation Algorithm Based on Single Source Points
    Yibing Li
    Wei Nie
    Fang Ye
    [J]. Circuits, Systems, and Signal Processing, 2015, 34 : 3709 - 3723
  • [2] Underdetermined Mixing Matrix Estimation Algorithm Based on Single Source Points
    Guo, Qiang
    Ruan, Guoqing
    Nan, Pulong
    [J]. CIRCUITS SYSTEMS AND SIGNAL PROCESSING, 2017, 36 (11) : 4453 - 4467
  • [3] Underdetermined Mixing Matrix Estimation Algorithm Based on Single Source Points
    Qiang Guo
    Guoqing Ruan
    Pulong Nan
    [J]. Circuits, Systems, and Signal Processing, 2017, 36 : 4453 - 4467
  • [4] Mixing matrix estimation algorithm based on single source detection
    Xu Donghui
    Yang Dongdong
    Liu HaoMiao
    Ma Hongguang
    [J]. PROCEEDINGS OF 2016 IEEE 13TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING (ICSP 2016), 2016, : 343 - 347
  • [5] A Local Dominance Based Single Source Points Detector for Mixing Matrix Estimation
    Huang, Yu-Yang
    Chu, Ping
    Liao, Bin
    [J]. IWCMC 2021: 2021 17TH INTERNATIONAL WIRELESS COMMUNICATIONS & MOBILE COMPUTING CONFERENCE (IWCMC), 2021, : 1960 - 1964
  • [6] Mixing Matrix Estimation in Underdetermined Blind Source Separation Based on Single Source Points Detection
    Chen, Yongqiang
    Li, Yingxiang
    Zhou, Juan
    [J]. 2018 IEEE 18TH INTERNATIONAL CONFERENCE ON COMMUNICATION TECHNOLOGY (ICCT), 2018, : 1077 - 1081
  • [7] Mixing Matrix Estimation of Frequency Hopping Signals Based on Single Source Points Detection
    Li, Yibing
    Geng, Xiaoyu
    Guo, Xiaochen
    Sun, Qian
    Ye, Fang
    Jiang, Tao
    [J]. 2019 USNC-URSI RADIO SCIENCE MEETING (JOINT WITH AP-S SYMPOSIUM), 2019, : 13 - 14
  • [8] Estimation of the complex-valued mixing matrix by single-source-points detection with less sensors than sources
    Li, Hui
    Shen, Yue-hong
    Wang, Jian-gong
    Ren, Xi-shun
    [J]. TRANSACTIONS ON EMERGING TELECOMMUNICATIONS TECHNOLOGIES, 2012, 23 (02): : 137 - 147
  • [9] Underdetermined mixing matrix estimation based on time-frequency single source points detection and eigenvalue decomposition
    Pengcheng Bai
    Yunxiu Yang
    Fengtao Xue
    Rong Yang
    Qin Shu
    [J]. Signal, Image and Video Processing, 2022, 16 : 1061 - 1069
  • [10] Underdetermined mixing matrix estimation based on time-frequency single source points detection and eigenvalue decomposition
    Bai, Pengcheng
    Yang, Yunxiu
    Xue, Fengtao
    Yang, Rong
    Shu, Qin
    [J]. SIGNAL IMAGE AND VIDEO PROCESSING, 2022, 16 (04) : 1061 - 1069