Design and Analysis of Optimal Noisy Channel Quantization With Random Index Assignment

被引:20
|
作者
Yu, Xiang [1 ]
Wang, Haiquan [1 ]
Yang, En-Hui [1 ]
机构
[1] Univ Waterloo, Dept Elect & Comp Engn, Waterloo, ON N2L 3G1, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Joint source channel coding; noisy channel quantization; random index assignment; OPTIMIZED VECTOR QUANTIZERS; CONVERGENCE; TRADEOFF;
D O I
10.1109/TIT.2010.2068891
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper studies the design of vector quantization on noisy channels and its high rate asymptotic performance. Given a tandem source-channel coding system with vector quantization, block channel coding, and random index assignment, a closed-form formula is first derived for computing the average end-to-end distortion (EED) of the system, which reveals a structural factor called the scatter factor of a noisy channel quantizer. Based on this formula, we propose a noisy-channel quantization design method by minimizing the EED. Experiments and simulations show that quantizers jointly designed with channel conditions significantly reduce the EED when compared with quantizers designed separately without reference to channel conditions, which reveals a practical and effective design for noisy-channel quantization as to simplify the channel model by considering a random index assignment. Furthermore, we have presented the high rate asymptotic analysis of the EED for the tandem system, while convergence analysis of the iterative algorithm is included in the Appendix.
引用
收藏
页码:5796 / 5804
页数:9
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