Title :
Operational rate-distortion design for joint source-channel coding over noisy channels
Author :
Cai, Jianfei ; Chen, Chang Wen
Author_Institution :
Dept. of Electr. Eng., Missouri Univ., Columbia, MO, USA
Abstract :
An optimal joint source-channel coding (OJSCC) scheme is developed for memoryless generalized Gaussian distribution (GGD) sources encoding and transmission over noisy channels. Two channel models are studied, binary symmetric channels (BSC) for memoryless channels and Gilbert-Elliott channels (GEC) for bursty channels. The operational rate-distortion (R-D) function we adopted represents an end-to-end error measurement that includes errors due to both quantization and channel noise. In particular, we are able to incorporate both the channel transition probability and channel bit error rate in the case of bursty channels. With the operational R-D function, we can achieve an optimum tradeoff between source coding accuracy and channel error protection under a fixed transmission rate. Experiments show that for BSC, OJSCC outperforms the best channel optimized scalar quantization (COSQ) system at high bit rate constraint; while for GEC, we show that the optimal design achieves better performance than the popular designs based on either the average BER or the worst BER. Moreover, based on the results of OJSCC, we propose a robust joint source-channel coding (RJSCC) scheme based on a combination of OJSCC with allpass filtering, RJSCC can be applied to a broad class of GGD sources with shape factor ν<2.0 to achieve an improved transmission performance
Keywords :
Gaussian distribution; all-pass filters; combined source-channel coding; error statistics; filtering theory; memoryless systems; noise; quantisation (signal); rate distortion theory; telecommunication channels; Gilbert-Elliott channels; allpass filtering; average BER; binary symmetric channels; bit error rate; bursty channels; channel error protection; channel models; channel noise; channel optimized scalar quantization; channel transition probability; error measurement; experiments; high bit rate constraint; joint source-channel coding; memoryless channels; memoryless generalized Gaussian distribution; noisy channels; operational rate-distortion design; operational rate-distortion function; optimal joint source-channel coding; shape factor; source coding accuracy; source encoding; transmission rate; worst BER; Bit error rate; Constraint optimization; Gaussian distribution; Gaussian noise; Memoryless systems; Noise measurement; Protection; Quantization; Rate-distortion; Source coding;
Conference_Titel :
Wireless Communications and Networking Conference, 1999. WCNC. 1999 IEEE
Conference_Location :
New Orleans, LA
Print_ISBN :
0-7803-5668-3
DOI :
10.1109/WCNC.1999.796816