Tobias Monsees, D. Wübben, A. Dekorsy, Oliver Griebel, M. Herrmann, N. Wehn
{"title":"Finite-Alphabet Message Passing using only Integer Operations for Highly Parallel LDPC Decoders","authors":"Tobias Monsees, D. Wübben, A. Dekorsy, Oliver Griebel, M. Herrmann, N. Wehn","doi":"10.1109/spawc51304.2022.9833953","DOIUrl":null,"url":null,"abstract":"In this paper, we present a new design of Finite Alphabet (FA) Message Passing (MP) decoders using only integer operations. We utilize Discrete Density Evolution with a multidimensional Lookup-Table (mLUT) design for Variable Node (VN) updates to consider all input messages jointly for reducing the information loss compared to the frequent sequential LUT design approaches. From this mLUT design, we derive a minimum-integer computation (MIC) decoder that allows for different bit-widths for node operations and message exchanges between nodes. The mLUT operations for VN updates are replaced by low complexity signed integer additions and threshold operations, and the Check Node (CN) updates simplify to a minimum search over integers. For a (816,406) regular LDPC code, we show that our 3-bit MIC decoder achieves the communication performance of the corresponding mLUT decoder and outperforms a 4-bit state-of-the-art Min-Sum (MS) decoder. We show that the node implementations on a 22 nm FD-SOI technology yield an improved area and energy efficiency over the respective MS implementation. To the best of our knowledge, this is the first time that an implementation improvement for the VNs and CNs is shown when using FA MP.","PeriodicalId":423807,"journal":{"name":"2022 IEEE 23rd International Workshop on Signal Processing Advances in Wireless Communication (SPAWC)","volume":"5 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-07-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 IEEE 23rd International Workshop on Signal Processing Advances in Wireless Communication (SPAWC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/spawc51304.2022.9833953","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 2
Abstract
In this paper, we present a new design of Finite Alphabet (FA) Message Passing (MP) decoders using only integer operations. We utilize Discrete Density Evolution with a multidimensional Lookup-Table (mLUT) design for Variable Node (VN) updates to consider all input messages jointly for reducing the information loss compared to the frequent sequential LUT design approaches. From this mLUT design, we derive a minimum-integer computation (MIC) decoder that allows for different bit-widths for node operations and message exchanges between nodes. The mLUT operations for VN updates are replaced by low complexity signed integer additions and threshold operations, and the Check Node (CN) updates simplify to a minimum search over integers. For a (816,406) regular LDPC code, we show that our 3-bit MIC decoder achieves the communication performance of the corresponding mLUT decoder and outperforms a 4-bit state-of-the-art Min-Sum (MS) decoder. We show that the node implementations on a 22 nm FD-SOI technology yield an improved area and energy efficiency over the respective MS implementation. To the best of our knowledge, this is the first time that an implementation improvement for the VNs and CNs is shown when using FA MP.