DocumentCode :
1749641
Title :
Model-combination-based acoustic mapping
Author :
Westphal, Martin ; Waibel, Alex
Author_Institution :
Interactive Syst. Labs., Karlsruhe Univ., Germany
Volume :
1
fYear :
2001
fDate :
2001
Firstpage :
221
Abstract :
We propose a method for compensating distortions in the speech signal caused by environment changes. The basic method concentrates on additive noise, but can be extended to address also channel and to some extent speaker changes. By combining compensation with adaptation techniques it leads to high error rate reductions for mobile speech applications. Thereby, it is more efficient than adapting the acoustic model of the recognizer and more powerful than simple noise reduction techniques
Keywords :
Gaussian distribution; acoustic noise; compensation; covariance matrices; least mean squares methods; mobile radio; normal distribution; speech recognition; adaptation techniques; additive noise; channel changes; distortions; environment changes; high error rate reductions; mobile speech; model-combination-based acoustic mapping; speaker changes; speech signal; Acoustic distortion; Acoustic noise; Additive noise; Linear discriminant analysis; Loudspeakers; Noise robustness; Prototypes; Speech enhancement; Speech recognition; Working environment noise;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2001. Proceedings. (ICASSP '01). 2001 IEEE International Conference on
Conference_Location :
Salt Lake City, UT
ISSN :
1520-6149
Print_ISBN :
0-7803-7041-4
Type :
conf
DOI :
10.1109/ICASSP.2001.940807
Filename :
940807
Link To Document :
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