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
下载
收藏
页码:3709 / 3723
页数:15
相关论文
共 50 条
  • [31] Underdetermined mixing matrix estimation based on artificial bee colony optimization and single-source-point detection
    Xuansen He
    Fan He
    Multimedia Tools and Applications, 2020, 79 : 13061 - 13087
  • [32] A Mixing Matrix Estimation Algorithm for the Time-Delayed Mixing Model of the Underdetermined Blind Source Separation Problem
    Fang Ye
    Jie Chen
    Lipeng Gao
    Wei Nie
    Qian Sun
    Circuits, Systems, and Signal Processing, 2019, 38 : 1889 - 1906
  • [33] A Mixing Matrix Estimation Algorithm for the Time-Delayed Mixing Model of the Underdetermined Blind Source Separation Problem
    Ye, Fang
    Chen, Jie
    Gao, Lipeng
    Nie, Wei
    Sun, Qian
    CIRCUITS SYSTEMS AND SIGNAL PROCESSING, 2019, 38 (04) : 1889 - 1906
  • [34] Underdetermined mixing matrix estimation based on artificial bee colony optimization and single-source-point detection
    He, Xuansen
    He, Fan
    MULTIMEDIA TOOLS AND APPLICATIONS, 2020, 79 (19-20) : 13061 - 13087
  • [35] A robust underdetermined mixing matrix estimation algorithm
    Dong, T.-B. (dtb_1@163.com), 1600, China Spaceflight Society (34):
  • [36] A New Reduced-Interference Source Separation Method Based on a Complementary Combination of Masking Algorithm and Mixing Matrix Estimation
    Rafiei, Sayyed Ali
    Sheikhzadeh, Hamid
    Sabbaqi, Mohammad
    IRANIAN JOURNAL OF SCIENCE AND TECHNOLOGY-TRANSACTIONS OF ELECTRICAL ENGINEERING, 2020, 44 (04) : 1529 - 1547
  • [37] A New Reduced-Interference Source Separation Method Based on a Complementary Combination of Masking Algorithm and Mixing Matrix Estimation
    Sayyed Ali Rafiei
    Hamid Sheikhzadeh
    Mohammad Sabbaqi
    Iranian Journal of Science and Technology, Transactions of Electrical Engineering, 2020, 44 : 1529 - 1547
  • [38] UNDERDETERMINED CONVOLUTIVE BLIND SOURCE SEPARATION USING A NOVEL MIXING MATRIX ESTIMATION AND MMSE-BASED SOURCE ESTIMATION
    Cho, Janghoon
    Choi, Jinho
    Yoo, Chang D.
    2011 IEEE INTERNATIONAL WORKSHOP ON MACHINE LEARNING FOR SIGNAL PROCESSING (MLSP), 2011,
  • [39] Estimation algorithm for an underdetermined mixing matrix based on maximum density point searching
    Wang C.
    Zeng Y.
    Fu W.
    Wang L.
    Xi'an Dianzi Keji Daxue Xuebao/Journal of Xidian University, 2019, 46 (01): : 106 - 111
  • [40] Mixing Matrix Estimation in Blind Source Separation Based on Generalized Gaussian Mixture Modal
    Chen, Yongqiang
    Liu, Jun
    SMART TECHNOLOGIES FOR COMMUNICATION, 2012, 4 : 217 - 221