Gaussian mixture model classifiers for machine monitoring

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

Volumn 6, Issue , 1994, Pages VI133-VI136

  Heck, Larry P ^a   Chou, Kenneth C ^a  

^a SRI INTERNATIONAL   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

GAUSSIAN DISTRIBUTION; OBJECT RECOGNITION; SAMPLING;

CLASSIFICATION PERFORMANCE; GAUSSIAN MIXTURE MODEL (GMMS); GAUSSIAN MIXTURE MODEL CLASSIFIERS; MULTI-LAYERED PERCEPTRON; STATISTICAL PATTERN RECOGNITION APPROACH; TIME-FREQUENCY PROPERTIES; TIME-FREQUENCY REPRESENTATIONS; WAVELET REPRESENTATION;

WAVELET TRANSFORMS;

EID: 85037730569     PISSN: 15206149     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICASSP.1994.389922     Document Type: Conference Paper

References (10)

1. S. Rangwala and D. Domfeld, "Sensor Integration Using Neural Networks for Intelligent Tool Condition Monitoring," Trans, of ASME, Journ. of Eng. for Industry, Vol. 112, No. 3, pp. 219-228
2. L.P. Heck, "Signal Processing Research in Automatic Tool Wear Monitoring," Proc. of ICASSP, Vol. 1, pp. 55-58, April 1993.
3. R. Priebe and G. Wilson, "Application of 'Matched' Wavelets to Identification of Metallic Transients," IEEE-SP Symp. on Time-Freq. and Time-Scale Anal., Victoria, B.C., October 1992.
4. O. Rioul and M. Vetterli, "Wavelets and Signal Processing," IEEE Signal Processing Magazine, Vol. 8, No. 4, October 1991.
5. L.P. Heck, A Subspace Approach to the Automatic Design of Pattern Recognition Systems for Mechanical System Monitoring, Ph.D. Thesis, Georgia Institute of Technology, December 1991.
6. K.C. Chou, S.A. Golden, and A.S. Willsky, "Multiresolution Stochastic Models, Data Fusion, and Wavelet Transforms," Signal Processing, Vol. 34, Issue 3, 1993.
7. I. Daubechies, "Orthonormal Bases of Compactly Supported Wavelets," in Commun. Pure Appl. Math., Vol. 41, pp. 909-996, November 1988.
8. A. Dempster, N. Laird, and D. Rubin, "Maximum Likelihood from Incomplete Data via the EM algorithm," J. R. Stat. Soc. Lond., Vol. 39, pp. 1-38, 1977.
9. D.A. Reynolds, A Gaussian Mixture Modeling Approach to Text-Independent Speaker Identification, Ph.D. Thesis, Georgia Institute of Technology, September 1992.
10. K. Fukunaga and R. Hayes, "Effects of Sample Size in Classifier Design," IEEE Trans, on Pattern Analysis and Machine Intelligence, Vol. 11, No. 8, August 1989.