DocumentCode :
353663
Title :
A fuzzy approach for the equalization of cepstral variances
Author :
Wen Hung, Wei ; Wang, Hsiao-Chuan
Author_Institution :
Dept. of Electr. Eng., Ming-Chi Inst. of Technol., Taishan, Taiwan
Volume :
3
fYear :
2000
fDate :
2000
Firstpage :
1611
Abstract :
The output log energies from the band-pass filters of a filter bank are very sensitive to environmental variations. Therefore, inclusion of filter bank analysis (FBA) in the derivation of speech features often makes spectral comparisons unreliable. To remedy this problem, a fuzzy membership function is presented in this paper to perform an equalization of the variances of cepstral coefficients by weighting the frequency sequence of log filter-bank energies (LFBE) in a simple, direct but effective way. Experimental results for recognition of continuous Mandarin telephone speech showed that the proposed fuzzy filter bank analysis (FFBA) offers a significant improvement in the discrimination capability of cepstral features while maintaining a low computation cost
Keywords :
cepstral analysis; channel bank filters; equalisers; fuzzy systems; natural languages; speech recognition; band-pass filters; cepstral coefficients; cepstral features; cepstral variances; continuous Mandarin telephone speech recognition; discrimination capability; environmental variations; equalization; filter bank; frequency sequence; fuzzy approach; fuzzy filter bank analysis; fuzzy membership function; log filter-bank energies; low computation cost; output log energies; spectral comparisons; speech features; weighting; Automatic speech recognition; Band pass filters; Cepstral analysis; Cepstrum; Distortion measurement; Filter bank; Frequency; Interference; Speech analysis; Speech recognition;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2000. ICASSP '00. Proceedings. 2000 IEEE International Conference on
Conference_Location :
Istanbul
ISSN :
1520-6149
Print_ISBN :
0-7803-6293-4
Type :
conf
DOI :
10.1109/ICASSP.2000.862008
Filename :
862008
Link To Document :
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