衰落信道中仅接收机优化的矢量量化

R. Sowmya, C. Murthy
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引用次数: 0

摘要

本文考虑在源编码系统的接收端设计和分析滤波器,以减轻由于信道误差引起的过度失真。源编码器输出的索引通过衰落的离散二进制对称信道发送,接收端的矢量量化(VQ)解码器将可能不正确的接收索引映射到相应的码字。然后由接收滤波器处理VQ解码器的输出,以获得源实例化的估计。对加权均方误差(WMSE)的失真性能进行了分析,并针对两种不同的衰落情况导出了使期望失真最小的最佳接收滤波器。结果表明,该系统的接收滤波器的性能明显优于传统的VQ,并且随着传输比特数的增加,这种差异变得更加明显。导出了接收滤波器和瑞利平衰落信道下系统WMSE性能的上界和下界的理论表达式。研究了在信道不匹配情况下的接收滤波器设计,并证明了在最坏的可能信道上设计接收滤波器可以得到一个极大极小解。仿真结果验证了理论表达式,并说明了接收滤波的优点。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Receiver-only optimized Vector Quantization for fading channels
This paper considers the design and analysis of a filter at the receiver of a source coding system to mitigate the excess distortion caused due to channel errors. The index output by the source encoder is sent over a fading discrete binary symmetric channel and the possibly incorrect received index is mapped to the corresponding codeword by a Vector Quantization (VQ) decoder at the receiver. The output of the VQ decoder is then processed by a receive filter to obtain an estimate of the source instantiation. The distortion performance is analyzed for weighted mean square error (WMSE) and the optimum receive filter that minimizes the expected distortion is derived for two different cases of fading. It is shown that the performance of the system with the receive filter is strictly better than that of a conventional VQ and the difference becomes more significant as the number of bits transmitted increases. Theoretical expressions for an upper and lower bound on the WMSE performance of the system with the receive filter and a Rayleigh flat fading channel are derived. The design of a receive filter in the presence of channel mismatch is also studied and it is shown that a minimax solution is the one obtained by designing the receive filter for the worst possible channel. Simulation results are presented to validate the theoretical expressions and illustrate the benefits of receive filtering.
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