Sequential Blind Source Extraction For Quasi-Periodic Signals With Time-Varying Period

被引:33
作者
Tsalaile, Thato [1 ]
Sameni, Reza [2 ,3 ]
Sanei, Saeld [4 ]
Jutten, Christian [5 ]
Chambers, Jonathon [1 ]
机构
[1] Univ Loughborough, Dept Elect & Elect Engn, Loughborough LE11 3TU, Leics, England
[2] Sharif Univ Technol, Dept Elect Engn, Tehran 113659517, Iran
[3] Inst Natl Polytech Grenoble, F-38031 Grenoble, France
[4] Cardiff Univ, Ctr Digital Signal Proc, Cardiff 44000, S Glam, Wales
[5] Grenoble Images Speech Signal & Control Lab GIPSA, Dept Images Signal, F-38031 Grenoble, France
关键词
Blind source extraction (BSE); quasi-periodic; second-order statistics; statistical nonstationarity; time-varying period; NONSTATIONARY SOURCES; 2ND-ORDER STATISTICS; COMPONENT ANALYSIS; SEPARATION; MIXTURES;
D O I
10.1109/TBME.2008.2002141
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
A novel second-order-statistics- based sequential blind extraction algorithm for blind extraction of quasi-periodic signals, with time-varying period, is introduced in this paper. Source extraction is performed by sequentially converging to a solution that effectively diagonalizes autocorrelation matrices at lags corresponding to the time-varying period, which thereby explicitly exploits a key statistical nonstationary characteristic of the desired source. The algorithm is shown to have fast convergence and yields significant improvement in signal-to-interference ratio as compared to when the algorithm assumes a fixed period. The algorithm is further evaluated on the problem of separation of a heart sound signal from real-world lung sound recordings. Separation results confirm the utility of the introduced approach, and listening tests are employed to further corroborate the results.
引用
收藏
页码:646 / 655
页数:10
相关论文
共 21 条
[1]  
Amari S., 1996, ADV NEURAL INFORMATI, V8, P752
[2]  
[Anonymous], 1996, MATRIX COMPUTATION
[3]   SIGNAL-PROCESSING APPLICATIONS OF OBLIQUE PROJECTION OPERATORS [J].
BEHRENS, RT ;
SCHARF, LL .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1994, 42 (06) :1413-1424
[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]   Robust whitening procedure in blind source separation context [J].
Belouchrani, A ;
Cichocki, A .
ELECTRONICS LETTERS, 2000, 36 (24) :2050-2051
[6]  
CARDOSO JF, 1993, P I ELECTR ENG, V140, P3362
[7]   Blind separation of nonstationary sources in noisy mixtures [J].
Choi, S ;
Cichocki, A .
ELECTRONICS LETTERS, 2000, 36 (09) :848-849
[8]  
Cichocki A, 2002, ADAPTIVE BLIND SIGNA, P191, DOI [DOI 10.1002/0470845899.CH5, 10.1002/0470845899.ch5]
[9]   INDEPENDENT COMPONENT ANALYSIS, A NEW CONCEPT [J].
COMON, P .
SIGNAL PROCESSING, 1994, 36 (03) :287-314
[10]   ADAPTIVE BLIND SEPARATION OF INDEPENDENT SOURCES - A DEFLATION APPROACH [J].
DELFOSSE, N ;
LOUBATON, P .
SIGNAL PROCESSING, 1995, 45 (01) :59-83