电阻随机存取存储器信道容量:次优译码下的上限和可达率

IF 2.9 3区 计算机科学 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS
Guanghui Song;Qi Cao;Ying Li;Zhaoji Zhang;Kui Cai
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引用次数: 0

摘要

在我们最近的工作中发表了具有有限选择器故障的电阻随机存取存储器(ReRAM)通道上可实现的代码率。该比率是在独立和同分布(i.i.d)输入的假设下得出的。在这项工作中,我们关注存储器阵列中具有单个选择器故障的ReRAM通道,我们推导了在任意输入分布下可实现速率的上界。这个上限与i.i.d.输入的可实现速率相差不到0.02位,表明i.i.d.非常接近于大型内存阵列的最佳值。此外,我们还分析了随机码在rram信道上的可实现速率,其中解码器忽略了信道相关性。我们的结果表明,在这种情况下,可实现的速率受到无记忆信道容量的限制。我们揭示了ReRAM信道的弱渐近和强渐近性质来证明这一点。该证明可以直接扩展到存储器阵列中具有任意数量的选择器故障的ReRAM的情况。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Capacity of Resistive Random-Access Memory Channel: Upper Bound and Achievable Rate Under Suboptimal Decodings
The achievable rate of code over resistive random-access memory (ReRAM) channel with finite selector failures was published in our recent work. The rate was derived under the assumption of independent and identically distributed (i.i.d.) input. In this work, focusing on the ReRAM channel with a single selector failure in the memory array, we derive an upper bound on achievable rate under arbitrary input distribution. This upper bound is within 0.02 bits from the achievable rate of i.i.d. input, indicating that i.i.d. is very close to optimal for large memory arrays. Moreover, we analyze the achievable rate of random code over ReRAM channel with suboptimal decodings where the decoder ignores the channel correlation. Our result indicates that in this case the achievable rate is limited by the capacity of a memoryless channel. We reveal both weak and strong asymptotic properties of ReRAM channel to prove this. The proof can be directly extended to the case of ReRAM with an arbitrary number of selector failures in the memory array.
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来源期刊
IEEE Transactions on Information Theory
IEEE Transactions on Information Theory 工程技术-工程:电子与电气
CiteScore
5.70
自引率
20.00%
发文量
514
审稿时长
12 months
期刊介绍: The IEEE Transactions on Information Theory is a journal that publishes theoretical and experimental papers concerned with the transmission, processing, and utilization of information. The boundaries of acceptable subject matter are intentionally not sharply delimited. Rather, it is hoped that as the focus of research activity changes, a flexible policy will permit this Transactions to follow suit. Current appropriate topics are best reflected by recent Tables of Contents; they are summarized in the titles of editorial areas that appear on the inside front cover.
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