{"title":"A New Importance Sampling Algorithm for Fast Simulation of Linear Block Codes over BSCs","authors":"Jinzhe Pan, W. Mow","doi":"10.1109/ITW44776.2019.8989120","DOIUrl":null,"url":null,"abstract":"In this paper, we propose an Importance Sampling (IS) scheme for fast simulation of linear block codes over binary symmetric channels (BSCs). By re-formulating the IS problem into the one-dimensional Hamming weight space, we propose a novel IS estimator and derive the optimal IS distribution which will minimize the variance of the estimator. Consequently, a corresponding iterative algorithm is proposed. The effectiveness of the proposed IS algorithm compared to the state-of-the-art IS algorithm is demonstrated in the word error rate simulation of both LDPC and Polar codes.","PeriodicalId":214379,"journal":{"name":"2019 IEEE Information Theory Workshop (ITW)","volume":"32 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2019 IEEE Information Theory Workshop (ITW)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ITW44776.2019.8989120","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 3
Abstract
In this paper, we propose an Importance Sampling (IS) scheme for fast simulation of linear block codes over binary symmetric channels (BSCs). By re-formulating the IS problem into the one-dimensional Hamming weight space, we propose a novel IS estimator and derive the optimal IS distribution which will minimize the variance of the estimator. Consequently, a corresponding iterative algorithm is proposed. The effectiveness of the proposed IS algorithm compared to the state-of-the-art IS algorithm is demonstrated in the word error rate simulation of both LDPC and Polar codes.