{"title":"Optimizing Polar Codes for Reduced Latency Successive Cancellation List Decoder","authors":"Huayi Zhou;Yuqing Ren;Jiajie Li;Warren J. Gross","doi":"10.1109/LCOMM.2024.3521080","DOIUrl":null,"url":null,"abstract":"This letter presents the application of genetic algorithms (GenAlg) to optimize polar codes for reducing the decoding latency of fast cyclic redundancy check aided successive cancellation list decoders. The theoretical decoding time steps (TS) in code construction are assessed under the constraint of a maximum special node size. The GenAlg employed iteratively utilizes mutation and crossover to reduce decoding TS by generating more large special nodes while maintaining acceptable performance. By avoiding redundant simulations, the GenAlg iterations are reduced by 5 orders of magnitude. Synthesis results indicate that the proposed scheme can reduce latency by up to 20.2% compared to 5G codes.","PeriodicalId":13197,"journal":{"name":"IEEE Communications Letters","volume":"29 3","pages":"433-437"},"PeriodicalIF":3.7000,"publicationDate":"2024-12-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Communications Letters","FirstCategoryId":"94","ListUrlMain":"https://ieeexplore.ieee.org/document/10811992/","RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"TELECOMMUNICATIONS","Score":null,"Total":0}
引用次数: 0
Abstract
This letter presents the application of genetic algorithms (GenAlg) to optimize polar codes for reducing the decoding latency of fast cyclic redundancy check aided successive cancellation list decoders. The theoretical decoding time steps (TS) in code construction are assessed under the constraint of a maximum special node size. The GenAlg employed iteratively utilizes mutation and crossover to reduce decoding TS by generating more large special nodes while maintaining acceptable performance. By avoiding redundant simulations, the GenAlg iterations are reduced by 5 orders of magnitude. Synthesis results indicate that the proposed scheme can reduce latency by up to 20.2% compared to 5G codes.
期刊介绍:
The IEEE Communications Letters publishes short papers in a rapid publication cycle on advances in the state-of-the-art of communication over different media and channels including wire, underground, waveguide, optical fiber, and storage channels. Both theoretical contributions (including new techniques, concepts, and analyses) and practical contributions (including system experiments and prototypes, and new applications) are encouraged. This journal focuses on the physical layer and the link layer of communication systems.