Blind signal separation method and relationship between source separation and source localisation in the TF plane

被引:2
作者
Cholnam, Om [1 ]
Chongil, Gwak [1 ]
Chol, Rim Kyong [1 ]
机构
[1] Kim Il Sung Univ, Inst Informat Sci, Pyongyang, North Korea
关键词
blind source separation; matrix algebra; estimation theory; blind signal separation method; source separation method; source localisation methods; TF plane; time-frequency plane; instantaneous mixtures; multiple nonstationary wideband signals; spatial TF distribution matrices; separating matrix estimation; permutation matrices estimation; scaling matrices estimation; TF synthesis; signal-to-distortion ratio; INDEPENDENT COMPONENT ANALYSIS; JOINT DIAGONALIZATION; PERMUTATION PROBLEM; ALGORITHM; ROBUST;
D O I
10.1049/iet-spr.2018.5132
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
A method for solving the instantaneous mixtures of the multiple non-stationary wideband signals in the time-frequency (TF) plane is proposed. The blind source separation is performed by calculation of spatial TF distribution matrices, estimation of a separating matrix, estimation of permutation matrices and scaling matrices and TF synthesis. The simulation result shows that the proposed method improves the signal-to-distortion ratio than the preceding methods. Moreover, also the mutual relationship between the source localisation and the source separation is clarified. The source localisation methods using the source separation result and the source separation method using the source localisation result are proposed.
引用
收藏
页码:1115 / 1122
页数:8
相关论文
共 36 条
[1]   Multichannel blind deconvolution and equalization using the natural gradient [J].
Amari, S ;
Douglas, SC ;
Cichocki, A ;
Yang, HH .
FIRST IEEE SIGNAL PROCESSING WORKSHOP ON SIGNAL PROCESSING ADVANCES IN WIRELESS COMMUNICATIONS, 1997, :101-104
[2]   Combined approach of array processing and independent component analysis for blind separation of acoustic signals [J].
Asano, F ;
Ikeda, S ;
Ogawa, M ;
Asoh, H ;
Kitawaki, N .
IEEE TRANSACTIONS ON SPEECH AND AUDIO PROCESSING, 2003, 11 (03) :204-215
[3]   AN INFORMATION MAXIMIZATION APPROACH TO BLIND SEPARATION AND BLIND DECONVOLUTION [J].
BELL, AJ ;
SEJNOWSKI, TJ .
NEURAL COMPUTATION, 1995, 7 (06) :1129-1159
[4]   A blind source separation technique using second-order statistics [J].
Belouchrani, A ;
AbedMeraim, K ;
Cardoso, JF ;
Moulines, E .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1997, 45 (02) :434-444
[5]  
Belouchrani A, 1998, IEEE T SIGNAL PROCES, V46, P2888, DOI 10.1109/78.726803
[6]  
Belouchrani A., 1994, Signal Processing VII, Theories and Applications. Proceedings of EUSIPCO-94. Seventh European Signal Processing Conference, P768
[7]  
Benesty J., 2008, MICROPHONE ARRAY SIG, P240, DOI 10.1007/978-3-540-78612-2
[8]  
Boashash B., 2003, TIME FREQUENCY SIGNA, P743
[9]  
Bourgeois J., 2007, TIME DOMAIN BEAMFORM, P225
[10]   BLIND BEAMFORMING FOR NON-GAUSSIAN SIGNALS [J].
CARDOSO, JF ;
SOULOUMIAC, A .
IEE PROCEEDINGS-F RADAR AND SIGNAL PROCESSING, 1993, 140 (06) :362-370