一种前馈有损源编码的符号动力系统方法

O. Shayevitz
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引用次数: 2

摘要

众所周知,在一般情况下,通过在单位间隔上进化的符号动力系统对信息源进行建模,可以获得自然的无损压缩方案,从而获得源的熵率。我们将这个概念扩展到有损压缩系统,假设有一个前馈链路可用,通过一个二维符号动力系统建模一个源,其中一个分量对应于压缩信号,另一个基本上对应于前馈信号。对于无记忆源和任意有界失真测量,我们展示了这种方法导致一系列简单的确定性压缩方案,这些方案可以获得源的率失真函数。该结构是一种最新的带反馈信道编码最优方案的对偶结构。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Symbolic Dynamical System Approach to Lossy Source Coding with Feedforward
It is known that modeling an information source via a symbolic dynamical system evolving over the unit interval, leads to a natural lossless compression scheme attaining the entropy rate of the source, under general conditions. We extend this notion to the lossy compression regime assuming a feedforward link is available, by modeling a source via a two-dimensional symbolic dynamical system where one component corresponds to the compressed signal, and the other essentially corresponds to the feedforward signal. For memoryless sources and an arbitrary bounded distortion measure, we show this approach leads to a family of simple deterministic compression schemes that attain the rate-distortion function of the source. The construction is dual to a recent optimal scheme for channel coding with feedback.
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