DocumentCode
3486386
Title
Bit stream based wireless speech recognition using mixed excitation linear prediction (MELP) vocoder
Author
Tugac, Serdar ; Ilk, H. Gokhan
Author_Institution
Ankara Univ., Turkey
fYear
2004
fDate
28-30 April 2004
Firstpage
414
Lastpage
417
Abstract
Wireless speech recognition techniques have been the focal point of considerable research activity in the last decade. Most of the previous research activity assumes that the communication channel is only large enough to transmit either speech coding or speech recognition parameters. A bit-stream based front-end for a wireless speech recognition system that operates on a mixed excitation linear prediction (MELP) vocoder is presented. Speaker dependent, isolated word recognition accuracies obtained from conventional and bit-stream based front-end systems are obtained and their statistical significance is discussed. The recognition accuracies prove that the bit-stream based front end gives comparable performance to that obtained with the original input speech and is superior to the recognizer obtained from low bit rate decoded speech. The proposed system´s performance in wireless channel conditions is also evaluated, via simulations, in order to observe adverse channel effects; these simulation results prove that the bitstream based front-end is useful for wireless systems.
Keywords
linear predictive coding; radio links; speech coding; speech recognition; statistical analysis; telecommunication channels; vocoders; MELP vocoder; bit stream based speech recognition; communication channel; isolated word recognition; mixed excitation linear prediction vocoder; speaker dependent word recognition; speech coding parameters; wireless speech recognition; Bit rate; Cepstral analysis; Communication channels; Decoding; Marine vehicles; Speech coding; Speech recognition; System performance; Testing; Vocoders;
fLanguage
English
Publisher
ieee
Conference_Titel
Signal Processing and Communications Applications Conference, 2004. Proceedings of the IEEE 12th
Print_ISBN
0-7803-8318-4
Type
conf
DOI
10.1109/SIU.2004.1338551
Filename
1338551
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