DocumentCode :
1370751
Title :
Channel codes that exploit the residual redundancy in CELP-encoded speech
Author :
Alajaji, Fady I. ; Phamdo, Nam C. ; Fuja, Thomas E.
Author_Institution :
Dept. of Math. & Stat., Queen´´s Univ., Kingston, Ont., Canada
Volume :
4
Issue :
5
fYear :
1996
fDate :
9/1/1996 12:00:00 AM
Firstpage :
325
Lastpage :
336
Abstract :
We consider the problem of reliably transmitting CELP-encoded speech over noisy communication channels. Our objective is to design efficient coding/decoding schemes for the transmission of the CELP line spectral parameters (LSPs) over very noisy channels. We begin by quantifying the amount of “residual redundancy” inherent in the LSPs of Federal Standard 1016 CELP. This is done by modeling the LSPs as first- and second-order Markov chains. Two models for LSP generation are proposed; the first model characterizes the intraframe correlation exhibited by the LSPs, while the second model captures both intraframe and interframe correlation. By comparing the entropy rates of the models thus constructed with the CELP rates, it is shown that as many as one-third of the LSP bits in every frame of speech are redundant. We next consider methods by which this residual redundancy can be exploited by an appropriately designed channel decoder. Before transmission, the LSPs are encoded with a forward error control (FEC) code; we consider both block (Reed-Solomon) codes and convolutional codes. Soft-decision decoders that exploit the residual redundancy in the LSPs are implemented assuming additive white Gaussian noise (AWGN) and independent Rayleigh fading environments. Simulation results employing binary phase-shift keying (BPSK) indicate coding gains of 2-5 dB over soft-decision decoders that do not exploit the residual redundancy
Keywords :
Gaussian channels; Markov processes; Rayleigh channels; Reed-Solomon codes; block codes; channel coding; convolutional codes; correlation methods; decoding; forward error correction; linear predictive coding; phase shift keying; redundancy; speech coding; telecommunication standards; 2 to 5 dB; CELP line spectral parameters; CELP-encoded speech; Federal Standard 1016 CELP; Markov chains; Rayleigh fading; Reed-Solomon codes; additive white Gaussian noise; binary phase-shift keying; block codes; channel codes; channel decoder; convolutional codes; entropy rates; forward error control; interframe correlation; noisy communication channels; residual redundancy; soft-decision decoders; AWGN; Additive white noise; Character generation; Communication channels; Decoding; Entropy; Error correction; Gaussian noise; Redundancy; Speech;
fLanguage :
English
Journal_Title :
Speech and Audio Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1063-6676
Type :
jour
DOI :
10.1109/89.536927
Filename :
536927
Link To Document :
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