Coding schemes for several problems in network information theory are constructed starting from point-to-point channel codes that are designed for symmetric channels. Given that the point-to-point codes satisfy certain properties pertaining to the rate, the error probability, and the distribution of decoded sequences, bounds on the performance of the coding schemes are derived and shown to hold irrespective of other properties of the codes. In particular, we consider the problems of lossless and lossy source coding, Slepian--Wolf coding, Wyner--Ziv coding, Berger--Tung coding, multiple description coding, asymmetric channel coding, Gelfand--Pinsker coding, coding for multiple access channels, Marton coding for broadcast channels, and coding for cloud radio access networks (C-RAN's). We show that the coding schemes can achieve the best known inner bounds for most of these problems, provided that the constituent point-to-point channel codes are rate-optimal. This would allow one to leverage commercial off-the-shelf codes for point-to-point symmetric channels in the practical implementation of codes over networks. Simulation results demonstrate the gain of the proposed coding schemes compared to existing practical solutions to these problems.
翻译:网络信息理论中若干问题的编码方案是从为对称频道设计的点对点频道编码开始的。鉴于点对点编码符合与速率、误差概率和已解码序列分布有关的某些属性,对编码办法的性能的界限的推导和显示不考虑代码的其他属性,特别是,我们考虑到无损和损失源编码、Slepian-Wolf编码、Wyner-Ziv编码、Berger-Tung编码、多描述编码、不对称频道编码、Gelfand-Pinsker编码、多存取通道编码、广播频道的Marton编码和云无线电访问网络的编码等问题。我们表明,编码办法可以实现大多数这些问题已知的最佳内限,只要构成点对点编码是标准-最佳的。这样,就可以将商业的离线编码、不对称频道编码、Gelfand-Pinsker编码、多存取通道编码、多存取通道的编码、多存码、广播频道的编码、广播频道的Marton编码以及云无线电访问网络的编码(C-RANs)编码。我们表明,在模拟实用网络中,这些实际解决办法的执行过程中,可以使这些实际解决办法的编码与实际解决办法的比较。