Trellis based lower bounds on capacities of channels with synchronization errors

J. Castiglione, A. Kavcic
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引用次数: 13

Abstract

In this paper, we model synchronization error channels as hidden Markov models. Through this model we introduce a rhomboidal trellis for calculating information rates for synchronization error channels. In particular, the introduced trellis is novel due to being synchronized with the channel input sequence, i.e., one trellis section corresponds to one channel input symbol, but (possibly) multiple channel output symbols. By further conditioning on the output sequence length, we construct a finite-length/finite-width trellis, and proceed to provide Monte Carlo methods to evaluate the information rates for Markov channel inputs of any finite order. We also demonstrate how to optimize the Markov process using a generalized Blahut-Arimoto technique to improve on the known lower bounds for the deletion channel.
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基于网格的同步信道容量下界
本文将同步误差通道建模为隐马尔可夫模型。通过这个模型,我们引入了一个菱形网格来计算同步误差通道的信息率。特别是,引入的网格是新颖的,因为它与通道输入序列同步,即一个网格部分对应一个通道输入符号,但(可能)对应多个通道输出符号。通过对输出序列长度的进一步调节,我们构造了一个有限长/有限宽的网格,并继续提供蒙特卡罗方法来评估任意有限阶马尔可夫信道输入的信息率。我们还演示了如何使用广义Blahut-Arimoto技术来优化马尔可夫过程,以改进已知的删除通道下界。
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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