A machine learning enhanced empirical mode decomposition

ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings

Volumn , Issue , 2008, Pages 1897-1900

  Looney, D ^a   Mandic, D P ^a  

^a IMPERIAL COLLEGE LONDON   (United Kingdom)

Author keywords

Adaptive filtering; Empirical mode decomposition (EMD); Feature fusion; Machine learning

Indexed keywords

ACOUSTIC SIGNAL PROCESSING; ACOUSTICS; AMPLITUDE MODULATION; ARTIFICIAL INTELLIGENCE; DECOMPOSITION; LEARNING ALGORITHMS; ROBOT LEARNING; SIGNAL PROCESSING; SINGULAR VALUE DECOMPOSITION; SPEECH;

ADAPTIVE FILTERING; EMPIRICAL MODE DECOMPOSITION (EMD); FEATURE FUSION; MACHINE LEARNING;

PARAMETER ESTIMATION;

EID: 51449118584     PISSN: 15206149     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICASSP.2008.4518005     Document Type: Conference Paper

References (8)

1. N. E. Huang, Z. Shen, S. R. Long, M. L. Wu, H. H. Shih, Z. Quanan, N. C. Yen, C. C. Tung, and H. H. Liu, "The empirical mode decomposition and the Hubert spectrum for nonlinear and non-stationary time series analysis," Proceedings of the Royal Society of London Series A, vol. 454, pp. 903-995, 1998.
2. D. P. Mandic, M. Golz, A. Kuh, D. Obradovic, and T. Tanaka, Signal Processing Techniques for Knowledge Extraction and Information Fusion, Springer, 2007.
3. Z. Wu and N. E. Huang, "Ensemble empirical mode decomposition: a noise-assisted data analysis method," Tech. Rep. 193, Center for Ocean-Land-Atmosphere Studies, 2004.
4. P. Flandrin, P. Goncalves, and G. Rilling, "Detrending and denoising with empirical mode decompositions," in Proceedings of the European signal processing conference (EUSIPCO'04), September 2004, vol. 2, pp. 1581-1584.
5. Z. Wu and N. E. Huang, "A study of the characteristics of white noise using the empirical mode decomposition method," Proceedings of the Royal Society of London Series A, vol. 460, pp. 1597-1611 June 2004.
6. P. Flandrin, G. Rilling, and P. Goncalves, "Empirical mode decomposition as a filter bank," IEEE Signal Processing Letters, vol. 11 , no. 2, pp. 112-114, February 2004.
7. B. Weng and K. E. Barner, "Optimal and bidirectional optimal empirical mode decomposition," in Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP '07), 2007, vol. III, pp. 1501-1504.
8. A. Cichocki and S. I. Amari, Blind Signal and Image Processing, Wiley, 2002.