Channel Coding in the Presence of Side Information

IF 2 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Foundations and Trends in Communications and Information Theory Pub Date : 2008-06-25 DOI:10.1561/0100000025
Guy Keshet, Y. Steinberg, N. Merhav
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引用次数: 150

Abstract

In this survey we review the concepts and methods of communication systems equipped with side information. We focus on the channel coding problem, where side information is available to the transmitter in either a causal or non-causal manner, and we also consider the source coding problem with side information at the receiver. We first summarize the main results for channels with causal/non-causal side information and the associated capacity formulas. Next, we consider specific channel models, such as Costa's dirty-paper model, the AWGN channel model with fading and the modulo additive noise channel. Further, we provide applications to the models considered here, in particular, we present the watermarking problem and the Gaussian MIMO broadcast channel. We also consider algorithms for the calculation of the channel's capacity, and practical coding schemes for the communication systems explored in this survey. Finally, we study several related information-theoretic problems and present both the Wyner–Ziv and the Slepian–Wolf problems. The source coding problems and the channel coding problems, are presented in a unified version and the duality between the problems is presented. We also present extensions for the MAC and broadcast channel models, to the case where they are controlled by a state process, and consider several hybrid models, e.g., joint source–channel coding for the Wyner–Ziv source and the Gel'fand–Pinsker channel, and the achievable tradeoff between the message and the state information rates.
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边信息存在下的信道编码
在这个调查中,我们回顾了配备侧信息的通信系统的概念和方法。我们专注于信道编码问题,其中侧信息以因果或非因果的方式提供给发射机,我们还考虑了接收器侧信息的源编码问题。我们首先总结了具有因果/非因果侧信息的通道的主要结果以及相关的容量公式。接下来,我们考虑了具体的信道模型,如Costa的脏纸模型、带衰落的AWGN信道模型和模加性噪声信道。此外,我们还提供了这里考虑的模型的应用,特别是我们提出了水印问题和高斯MIMO广播信道。我们还考虑了计算信道容量的算法,以及本调查中探索的通信系统的实用编码方案。最后,我们研究了几个相关的信息论问题,并给出了Wyner-Ziv问题和Slepian-Wolf问题。统一提出了源编码问题和信道编码问题,并指出了两者之间的对偶性。我们还提出了MAC和广播信道模型的扩展,以解决它们由状态过程控制的情况,并考虑了几种混合模型,例如,Wyner-Ziv源和Gel 'fand-Pinsker通道的联合源信道编码,以及消息和状态信息率之间可实现的权衡。
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来源期刊
Foundations and Trends in Communications and Information Theory
Foundations and Trends in Communications and Information Theory COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS-
CiteScore
7.90
自引率
0.00%
发文量
6
期刊介绍: Foundations and Trends® in Communications and Information Theory publishes survey and tutorial articles in the following topics: - Coded modulation - Coding theory and practice - Communication complexity - Communication system design - Cryptology and data security - Data compression - Data networks - Demodulation and Equalization - Denoising - Detection and estimation - Information theory and statistics - Information theory and computer science - Joint source/channel coding - Modulation and signal design - Multiuser detection - Multiuser information theory
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