Transmission of Correlated Sources Over Multiuser Channels with Receiver Side Information

D. Gunduz, E. Erkip
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引用次数: 3

Abstract

We consider transmission of correlated sources over multiuser channels where the receiver(s) have access to correlated side information. Our goal is to characterize necessary and sufficient conditions for lossless transmission and uncover scenarios where separation of source and channel coding, either in the traditional dasiainformationalpsila sense (where both source and channel encoders and decoders are designed independently) or in the 'operational' sense (where the encoders are independent, but the source and channel decoding is done jointly), is optimal. We first study a multiple access channel where the source signals are independent given the receiver side information. We prove an informational source channel separation theorem for this communication system. We next investigate source and channel coding for the compound multiple access and interference channels. We give general sufficient conditions for lossless transmission of each source for both channels, and then provide necessary conditions that hold under certain assumptions on the nature of the source and the receiver side information. For the interference channel, the necessary conditions hinge on a strong source- channel interference condition which depends not only on the channel but on the source and side information correlations as well. Our results suggest the optimality of informational or operational separation depending on the correlation structure of the side information and the amount of interference.
基于接收机侧信息的多用户信道相关信源传输
我们考虑在多用户信道上相关源的传输,其中接收器可以访问相关侧信息。我们的目标是描述无损传输的必要和充分条件,并揭示源和信道编码分离的场景,无论是在传统的信息学意义上(源和信道编码器和解码器都是独立设计的)还是在“操作”意义上(编码器是独立的,但源和信道解码是联合完成的),都是最佳的。我们首先研究了在给定接收端信息的情况下,源信号是独立的多址信道。证明了该通信系统的一个信息源信道分离定理。我们接下来研究复合多址和干扰信道的源和信道编码。我们给出了两个信道中每个源无损传输的一般充分条件,然后给出了在源端和接收端信息性质的某些假设下保持的必要条件。对于干扰信道,其必要条件取决于强源信道干扰条件,而强源信道干扰条件不仅取决于信道本身,还取决于源侧信息的相关性。我们的结果表明,信息分离或操作分离的最优性取决于侧信息的相关结构和干扰量。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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