Stable Learning Algorithm for Blind Separation of Temporally Correlated Acoustic Signals Combining Multistage ICA and Linear Prediction

IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences

Volumn E86-A, Issue 8, 2003, Pages 2028-2036

  Nishikawa, Tsuyoki ^a   Saruwatari, Hiroshi ^a   Shikano, Kiyohiro ^a  

^a NARA INSTITUTE OF SCIENCE AND TECHNOLOGY   (Japan)

Author keywords

Blind source separation; Independent component analysis; Linear prediction; Microphone array; Whitening

Indexed keywords

BLIND SOURCE SEPARATION; LEARNING ALGORITHMS; MICROPHONES; TIME DOMAIN ANALYSIS;

LINEAR PREDICTION;

ACOUSTIC SIGNAL PROCESSING;

EID: 0141957105     PISSN: 09168508     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Conference Paper

References (21)

1. J.S. Lim, Speech enhancement, Prentice-Hall, New Jersey, 1994.
2. G.W. Elko, "Microphone array systems for hands-free telecommunication," Speech Commun., vol.20, pp.229-240, 1996.
3. S. Haykin, Unsupervised adaptive filtering, John Wiley & Sons, 2000.
4. P. Comon, "Independent component analysis, a new concept?" Signal Processing, vol.36, pp.287-314, 1994.
5. A. Bell and T. Sejnowski, "An information-maximization approach to blind separation and blind deconvolution," Neural Computation, vol.7, pp.1129-1159, 1995.
6. N. Murata and S. Ikeda, "An on-line algorithm for blind source separation on speech signals," Proc. 1998 International Symposium on Nonlinear Theory and Its Application (NOLTA98), pp.923-926, Sept. 1998.
7. P. Smaragdis, "Blind separation of convolved mixtures in the frequency domain," Neurocomputing, vol.22, pp.21-34, 1998.
8. H. Saruwatari, T. Kawamura, and K. Shikano, "Blind source separation for speech based on fast-convergence algorithm with ICA and beamforming," Proc. Eurospeech2001, pp.2603-2606, Sept. 2001.
9. T.W. Lee, Independent component analysis, Kluwer Academic Publishers, 1998.
10. T. Nishikawa, H. Saruwatari, and K. Shikano, "Comparison of time-domain ICA, frequency-domain ICA and multistage ICA," Proc. EUSIPCO2002, vol.II, pp.15-18, Sept. 2002.
11. S. Araki, S. Makino, T. Nishikawa, and H. Saruwatari, "Fundamental limitation of frequency domain blind source separation for convolutive of speech," Proc. ICASSP2001, pp.2737-2740, May 2001.
12. S. Amari, S.C. Douglas, A. Cichocki, and H.H. Yang, "Multichannel blind deconvolution and equalization using the natural gradient," Proc. SPAWC97, pp.101-104, April 1997.
13. S. Choi, S. Amari, A. Cichocki, and R. Liu, "Natural gradient learning with a nonholonomic constraint for blind deconvolution of multiple channels," Proc. ICA99, pp.371-376, Jan. 1999.
14. S. Kurita, H. Saruwatari, S. Kajita, K. Takeda, and F. Itakura, "Evaluation of blind signal separation method using directivity pattern under reverberant conditions," Proc. ICASSP2000, pp.3140-3143, June 2000.
15. L. Parra and C. Spence, "Convolutive blind separation of non-stationary sources," IEEE Trans. Speech Audio Process., vol.8, no.3, pp.320-327, May 2000.
16. F. Asano, S. Ikeda, M. Ogawa, H. Asoh, and N. Kitawaki, "A combined approach of array processing and independent component analysis for blind separation of acoustic signals," Proc. ICASSP2001, pp.2729-2732, May 2001.
17. A. Papoulis and S.U. Pillai, Probability, random variables and stochastic processes (Fourth Ed.), McGraw-Hill Series in Electrical and Computer Engineering, New York, 2002.
18. T. Kobayashi, S. Itabashi, S. Hayashi, and T. Takezawa, "ASJ continuous speech corpus for research," J. Acoust. Soc. Jpn., vol.48, no.12, pp.888-893, 1992.
19. T. Nishikawa, T. Kawamura, H. Saruwatari, and K. Shikano, "Overdetermined source separation with blind beamformer," The 2000 Autumn Meeting of the ASJ, pp.447-448, Sept. 2000.
20. R. Aichner, S. Araki, S. Makino, T. Nishikawa, and H. Saruwatari, "Time domain ICA blind source separation of non-stationary convolved signals by utilizing geometric beamforming," Proc. IEEE International Workshop on Neural Networks for Signal Processing, pp.445-454, Sept. 2002.
21. H. Kuttruff, Room acoustics (Fourth Ed.), Spon Press, London, 2000.