DocumentCode :
417114
Title :
Efficient and robust distributed speech recognition (DSR) over wireless fading channels: 2D-DCT compression, iterative bit allocation, short BCH code and interleaving
Author :
Hsu, Wei-Hao ; Lin-shan, Lee
Author_Institution :
Graduate Inst. of Commun. Eng., Nat. Taiwan Univ., Taipei, Taiwan
Volume :
1
fYear :
2004
fDate :
17-21 May 2004
Abstract :
In this paper, a new framework for distributed speech recognition (DSR) over wireless fading channels is proposed. A 2D-DCT based compression method and an iterative bit allocation algorithm are developed for source coding, while short BCH code integrated with interleaving is proposed for channel coding. The high correlation among speech feature parameters in the temporal domain is well exploited in the 2D-DCT based compression, and a carefully designed iterative bit allocation algorithm can very efficiently make use of every bit transmitted. The very low bit rate provides planning space for strong error control. Short BCH code integrated with interleaving is initially proposed to efficiently handle the severe bursty errors usually encountered in wireless fading channels. Overall system simulation based on a GPRS wireless channel simulator indicated significant recognition performance improvement is achievable at a bit rate of 3.4 kbit/s as compared to the conventional SVQ compression approach (with bit rate 4.4 or 4.8 kbit/s). The low computation requirements for all processes involved make it easy to implement them in the mobile telephone clients with existing technology.
Keywords :
BCH codes; cellular radio; combined source-channel coding; discrete cosine transforms; error correction codes; fading channels; feature extraction; interleaved codes; iterative methods; packet radio networks; speech coding; speech recognition; 2D-DCT compression; 3.4 kbit/s; DSR; GPRS wireless channel simulator; channel coding; error control; interleaving; iterative bit allocation; iterative bit allocation algorithm; performance improvements; robust distributed speech recognition; severe bursty errors; short BCH code; source coding; speech feature parameters; wireless fading channels; Bit rate; Channel coding; Computational modeling; Fading; Interleaved codes; Iterative algorithms; Iterative methods; Robustness; Source coding; Speech recognition;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2004. Proceedings. (ICASSP '04). IEEE International Conference on
ISSN :
1520-6149
Print_ISBN :
0-7803-8484-9
Type :
conf
DOI :
10.1109/ICASSP.2004.1325924
Filename :
1325924
Link To Document :
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