{"title":"Genetic Algorithm (GA)-Based Detection for Coded Partial-Response Channels","authors":"Zhiliang Qin, Yu Qin, Yingying Li","doi":"10.1145/3426826.3426844","DOIUrl":null,"url":null,"abstract":"The Bahl-Cocke-Jelinek-Raviv (BCJR) detector for turbo equalization over coded partial-response channels has a complexity growing exponentially with channel memory length. In this paper, we consider the soft-in/soft-out (SISO) channel detection from a combinatorial optimization viewpoint and propose a low-complexity detector based on an efficient implementation of the genetic algorithm (GA). Simulation results show that the proposed detector can approach the bit-error-rate (BER) performance of the optimal BCJR algorithm and outperform other suboptimal schemes.","PeriodicalId":202857,"journal":{"name":"Proceedings of the 2020 3rd International Conference on Machine Learning and Machine Intelligence","volume":"19 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 2020 3rd International Conference on Machine Learning and Machine Intelligence","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3426826.3426844","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
The Bahl-Cocke-Jelinek-Raviv (BCJR) detector for turbo equalization over coded partial-response channels has a complexity growing exponentially with channel memory length. In this paper, we consider the soft-in/soft-out (SISO) channel detection from a combinatorial optimization viewpoint and propose a low-complexity detector based on an efficient implementation of the genetic algorithm (GA). Simulation results show that the proposed detector can approach the bit-error-rate (BER) performance of the optimal BCJR algorithm and outperform other suboptimal schemes.