Improved Step-GRAND: Low-Latency Soft-Input Guessing Random Additive Noise Decoding

IF 2.8 2区 工程技术 Q2 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE
Syed Mohsin Abbas;Marwan Jalaleddine;Chi-Ying Tsui;Warren J. Gross
{"title":"Improved Step-GRAND: Low-Latency Soft-Input Guessing Random Additive Noise Decoding","authors":"Syed Mohsin Abbas;Marwan Jalaleddine;Chi-Ying Tsui;Warren J. Gross","doi":"10.1109/TVLSI.2025.3529637","DOIUrl":null,"url":null,"abstract":"The ultrareliable low-latency communication (URLLC) application scenario requires the adoption of short linear block codes to satisfy the low-latency requirements. Guessing random additive noise decoding (GRAND) is a prominent universal decoding solution for short linear block codes that lends itself to efficient hardware implementations. GRAND-based hardware implementations generally offer reduced average decoding latency but their high worst-case (W.C.) latency renders them unsuitable for deployment in mission-critical applications. This article presents an improved version of step-GRAND, a soft-input variant of GRAND that features a novel test error pattern (TEP) generating approach. A novel very large-scale integration (VLSI) architecture is developed for the execution of the improved step-GRAND algorithm with reduced W.C. decoding latency. Application specific integrated circuit (ASIC) implementation results, employing low-power (LP) TSMC 65-nm CMOS technology, demonstrate that the proposed improved step-GRAND can achieve an average decoding latency as low as 10 ns for decoding a <inline-formula> <tex-math>$(128,105)$ </tex-math></inline-formula> linear block code at a target frame error rate (FER) of <inline-formula> <tex-math>$10^{-7}$ </tex-math></inline-formula>, while the W.C. decoding latency can reach <inline-formula> <tex-math>$300~\\text {ns}\\sim 1~\\mu \\text { s}$ </tex-math></inline-formula> depending on the parametric settings. Compared with the previously proposed baseline soft-input ordered reliability bits GRAND (ORBGRAND) hardware implementation with similar decoding performance at target FER of <inline-formula> <tex-math>$10^{-7}$ </tex-math></inline-formula>, the improved step-GRAND hardware achieves <inline-formula> <tex-math>$7 \\times \\sim 17\\times $ </tex-math></inline-formula> reduction in W.C. latency, <inline-formula> <tex-math>$7\\times $ </tex-math></inline-formula> reduction in power consumption, and <inline-formula> <tex-math>$37 \\times \\sim 66\\times $ </tex-math></inline-formula> higher area efficiency in the W.C. scenario. Furthermore, the proposed hardware can achieve an average throughput of up to 10.5 Gb/s and a W.C. throughput of <inline-formula> <tex-math>$102\\sim 350$ </tex-math></inline-formula> Mb/s.","PeriodicalId":13425,"journal":{"name":"IEEE Transactions on Very Large Scale Integration (VLSI) Systems","volume":"33 4","pages":"1028-1041"},"PeriodicalIF":2.8000,"publicationDate":"2025-01-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Transactions on Very Large Scale Integration (VLSI) Systems","FirstCategoryId":"5","ListUrlMain":"https://ieeexplore.ieee.org/document/10851307/","RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"COMPUTER SCIENCE, HARDWARE & ARCHITECTURE","Score":null,"Total":0}
引用次数: 0

Abstract

The ultrareliable low-latency communication (URLLC) application scenario requires the adoption of short linear block codes to satisfy the low-latency requirements. Guessing random additive noise decoding (GRAND) is a prominent universal decoding solution for short linear block codes that lends itself to efficient hardware implementations. GRAND-based hardware implementations generally offer reduced average decoding latency but their high worst-case (W.C.) latency renders them unsuitable for deployment in mission-critical applications. This article presents an improved version of step-GRAND, a soft-input variant of GRAND that features a novel test error pattern (TEP) generating approach. A novel very large-scale integration (VLSI) architecture is developed for the execution of the improved step-GRAND algorithm with reduced W.C. decoding latency. Application specific integrated circuit (ASIC) implementation results, employing low-power (LP) TSMC 65-nm CMOS technology, demonstrate that the proposed improved step-GRAND can achieve an average decoding latency as low as 10 ns for decoding a $(128,105)$ linear block code at a target frame error rate (FER) of $10^{-7}$ , while the W.C. decoding latency can reach $300~\text {ns}\sim 1~\mu \text { s}$ depending on the parametric settings. Compared with the previously proposed baseline soft-input ordered reliability bits GRAND (ORBGRAND) hardware implementation with similar decoding performance at target FER of $10^{-7}$ , the improved step-GRAND hardware achieves $7 \times \sim 17\times $ reduction in W.C. latency, $7\times $ reduction in power consumption, and $37 \times \sim 66\times $ higher area efficiency in the W.C. scenario. Furthermore, the proposed hardware can achieve an average throughput of up to 10.5 Gb/s and a W.C. throughput of $102\sim 350$ Mb/s.
求助全文
约1分钟内获得全文 求助全文
来源期刊
CiteScore
6.40
自引率
7.10%
发文量
187
审稿时长
3.6 months
期刊介绍: The IEEE Transactions on VLSI Systems is published as a monthly journal under the co-sponsorship of the IEEE Circuits and Systems Society, the IEEE Computer Society, and the IEEE Solid-State Circuits Society. Design and realization of microelectronic systems using VLSI/ULSI technologies require close collaboration among scientists and engineers in the fields of systems architecture, logic and circuit design, chips and wafer fabrication, packaging, testing and systems applications. Generation of specifications, design and verification must be performed at all abstraction levels, including the system, register-transfer, logic, circuit, transistor and process levels. To address this critical area through a common forum, the IEEE Transactions on VLSI Systems have been founded. The editorial board, consisting of international experts, invites original papers which emphasize and merit the novel systems integration aspects of microelectronic systems including interactions among systems design and partitioning, logic and memory design, digital and analog circuit design, layout synthesis, CAD tools, chips and wafer fabrication, testing and packaging, and systems level qualification. Thus, the coverage of these Transactions will focus on VLSI/ULSI microelectronic systems integration.
×
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
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
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 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信