一种鲁棒LDPC译码的算法容错方案

Huai-Ting Li, Ding-Yuan Lee, Kun-Chih Chen, A. Wu
{"title":"一种鲁棒LDPC译码的算法容错方案","authors":"Huai-Ting Li, Ding-Yuan Lee, Kun-Chih Chen, A. Wu","doi":"10.1109/VLSI-DAT.2015.7114527","DOIUrl":null,"url":null,"abstract":"To fit into multiple communication standards, flexible Low-Density Parity-Check (LDPC) decoding is desirable to be implemented in a chip multiprocessor (CMP) system. However, reliability issues, such as soft errors and timing errors, are severer in future advanced CMP systems when CMOS technology scale. Therefore, enhancing error resilience for a CMP system becomes an important design issue. In this paper, we propose a design methodology to achieve a robust LDPC decoding based on algorithmic error-resilient method. We firstly analyze the performance degradation caused by the soft errors which occur in the computing units (check node units and bit node units), and then explore the inherent error-tolerant characteristic of LDPC decoding algorithm. In our proposed method, we exploit some characteristic distribution or behavior in the operations of the LDPC decoding algorithm to validate the computing results. The experimental results show that the proposed algorithmic error resilience can approach the error-free decoder while facing high injected soft-error rate of 10-3 in computing units, but with only 6.07% computational overhead. To the best of our knowledge, this is the first discussion about the LDPC decoding algorithm in terms of soft errors in computing units.","PeriodicalId":369130,"journal":{"name":"VLSI Design, Automation and Test(VLSI-DAT)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2015-04-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"An algorithmic error-resilient scheme for robust LDPC decoding\",\"authors\":\"Huai-Ting Li, Ding-Yuan Lee, Kun-Chih Chen, A. Wu\",\"doi\":\"10.1109/VLSI-DAT.2015.7114527\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"To fit into multiple communication standards, flexible Low-Density Parity-Check (LDPC) decoding is desirable to be implemented in a chip multiprocessor (CMP) system. However, reliability issues, such as soft errors and timing errors, are severer in future advanced CMP systems when CMOS technology scale. Therefore, enhancing error resilience for a CMP system becomes an important design issue. In this paper, we propose a design methodology to achieve a robust LDPC decoding based on algorithmic error-resilient method. We firstly analyze the performance degradation caused by the soft errors which occur in the computing units (check node units and bit node units), and then explore the inherent error-tolerant characteristic of LDPC decoding algorithm. In our proposed method, we exploit some characteristic distribution or behavior in the operations of the LDPC decoding algorithm to validate the computing results. The experimental results show that the proposed algorithmic error resilience can approach the error-free decoder while facing high injected soft-error rate of 10-3 in computing units, but with only 6.07% computational overhead. To the best of our knowledge, this is the first discussion about the LDPC decoding algorithm in terms of soft errors in computing units.\",\"PeriodicalId\":369130,\"journal\":{\"name\":\"VLSI Design, Automation and Test(VLSI-DAT)\",\"volume\":\"1 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2015-04-27\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"VLSI Design, Automation and Test(VLSI-DAT)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/VLSI-DAT.2015.7114527\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"VLSI Design, Automation and Test(VLSI-DAT)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/VLSI-DAT.2015.7114527","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1

摘要

为了适应多种通信标准,需要在芯片多处理器(CMP)系统中实现灵活的低密度奇偶校验(LDPC)解码。然而,当CMOS技术规模扩大时,可靠性问题,如软误差和时序误差,将在未来先进的CMP系统中变得更加严重。因此,提高CMP系统的容错能力成为一个重要的设计问题。在本文中,我们提出了一种基于算法容错方法实现鲁棒LDPC解码的设计方法。首先分析了计算单元(校验节点单元和位节点单元)中出现的软错误导致的性能下降,然后探讨了LDPC译码算法固有的容错特性。在我们提出的方法中,我们利用LDPC译码算法操作中的一些特征分布或行为来验证计算结果。实验结果表明,在计算单元注入软错误率高达10-3的情况下,该算法的容错能力接近无错码解码器,而计算开销仅为6.07%。据我们所知,这是关于LDPC解码算法在计算单元软错误方面的第一次讨论。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
An algorithmic error-resilient scheme for robust LDPC decoding
To fit into multiple communication standards, flexible Low-Density Parity-Check (LDPC) decoding is desirable to be implemented in a chip multiprocessor (CMP) system. However, reliability issues, such as soft errors and timing errors, are severer in future advanced CMP systems when CMOS technology scale. Therefore, enhancing error resilience for a CMP system becomes an important design issue. In this paper, we propose a design methodology to achieve a robust LDPC decoding based on algorithmic error-resilient method. We firstly analyze the performance degradation caused by the soft errors which occur in the computing units (check node units and bit node units), and then explore the inherent error-tolerant characteristic of LDPC decoding algorithm. In our proposed method, we exploit some characteristic distribution or behavior in the operations of the LDPC decoding algorithm to validate the computing results. The experimental results show that the proposed algorithmic error resilience can approach the error-free decoder while facing high injected soft-error rate of 10-3 in computing units, but with only 6.07% computational overhead. To the best of our knowledge, this is the first discussion about the LDPC decoding algorithm in terms of soft errors in computing units.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
A 127 fJ/conv. continuous-time delta-sigma modulator with a DWA-embedded two-step time-domain quantizer Biomedical devices and instruments for point-of-care diagnosis Cost challenges on the way to the Internet of Things An in-pixel equalizer with kTC noise cancellation and FPN reduction for time-of-flight CMOS image sensor A dual-edge sampling CES delay-locked loop based clock and data recovery circuits
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1