辐射环境下LDPC解码器不可靠存储器的自适应封装编码

Guangjun Ge, L. Yin
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引用次数: 0

摘要

美国国家航空航天局(NASA)开发的商用现货技术推动了商用部件在航空航天领域的应用,这导致了电子系统的严重故障问题。本文考虑了LDPC解码器在不可靠存储器上的实现,这给迭代消息带来了误差。首先,LDPC解码器通常采用部分并行架构实现,其中消息以组为单位同步产生。基于此,我们建议将消息放入包中,以便对包而不是单个消息进行有效的编码。其次,信息的符号位对解码的影响最大,而最低有效位(LSB)则不太重要,特别是当信息的幅度很大时。因此,通过评估幅度水平,我们利用lsb在符号位上引入自适应编码。并且采用多数决策的逻辑来进行评估,使得解码的执行更加可靠。我们开发了一个离散密度演化来分析各种方案的性能,其中所提出的方案比现有方案具有0.2 dB的编码增益,并且残差降低了近一个数量级。此外,有限长度码字模拟结果与密度演化分析结果吻合较好。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Adaptive package coding on unreliable memories for LDPC decoders in radiation environment
The commercial off-the-shelf technology, advanced by NASA, has driven the utilization of commercial components in aerospace, which results in severe fault problems for electronic systems. This paper considers the implementation of LDPC decoders on the unreliable memories, which introduce errors to the iterative messages. Firstly, LDPC decoders are typically implemented with the partially parallel architectures, where the messages are synchronously produced in groups. Based on this, we propose to put the messages into packages so as to permit an efficient coding on the package instead of the single message. Secondly, the sign bit of the message is shown to have the most influence on the decoding, while the least significant bit (LSB) is less important especially when the message has a large magnitude. Thus, by evaluating the magnitude level, we introduce an adaptive coding on the sign bits utilizing the LSBs. And we utilize a majority logic decision to achieve the evaluation, which makes the decoding execution more reliable. We develop a discrete density evolution to analyze the performances of various schemes, where the proposed scheme is shown to have a coding gain of 0.2 dB to the existing scheme, as well as a residual error that is nearly one order of magnitude lower. Moreover, the results of finite length codeword simulations are well matched with the density evolution analysis.
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