LDPC decoders with missing connections

Linjia Chang, Avhishek Chatterjee, L. Varshney
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引用次数: 1

Abstract

Due to process variation in nanoscale manufacturing, there may be permanently missing connections in information processing hardware. Due to timing errors in circuits, there may be missed messages in intra-chip communications, equivalent to transiently missing connections. In this work, we investigate the performance of message-passing LDPC decoders in the presence of missing connections. We prove concentration and convergence theorems that validate the use of density evolution performance analysis. Arbitrarily small error probability is not possible under miswiring, but we find suitably defined decoding thresholds for communication systems with binary erasure channels and peeling decoders, as well as binary symmetric channels and Gallager A decoders. We see that decoding is robust to missing connections, as decoding thresholds degrade smoothly.
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丢失连接的LDPC解码器
由于纳米制造过程中的工艺变化,信息处理硬件中可能存在永久缺失的连接。由于电路的时序错误,在芯片内通信中可能会有丢失的消息,相当于短暂的丢失连接。在这项工作中,我们研究了在缺少连接的情况下消息传递LDPC解码器的性能。我们证明了集中和收敛定理,验证了密度演化性能分析的使用。在错误布线的情况下,任意小的错误概率是不可能的,但我们找到了合适的解码阈值,用于具有二进制擦除信道和剥离解码器的通信系统,以及二进制对称信道和Gallager A解码器。我们看到,解码对缺失连接是鲁棒的,因为解码阈值会平滑地降低。
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