{"title":"通过近似信息传递实现编码多用户多路访问","authors":"Xiaoqi Liu, Kuan Hsieh, Ramji Venkataramanan","doi":"arxiv-2402.05625","DOIUrl":null,"url":null,"abstract":"We consider communication over the Gaussian multiple-access channel in the\nregime where the number of users grows linearly with the codelength. We\ninvestigate coded CDMA schemes where each user's information is encoded via a\nlinear code before being modulated with a signature sequence. We propose an\nefficient approximate message passing (AMP) decoder that can be tailored to the\nstructure of the linear code, and provide an exact asymptotic characterization\nof its performance. Based on this result, we consider a decoder that integrates\nAMP and belief propagation and characterize the tradeoff between spectral\nefficiency and signal-to-noise ratio, for a given target error rate. Simulation\nresults are provided to demonstrate the benefits of the concatenated scheme at\nfinite lengths.","PeriodicalId":501433,"journal":{"name":"arXiv - CS - Information Theory","volume":"20 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-02-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Coded Many-User Multiple Access via Approximate Message Passing\",\"authors\":\"Xiaoqi Liu, Kuan Hsieh, Ramji Venkataramanan\",\"doi\":\"arxiv-2402.05625\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"We consider communication over the Gaussian multiple-access channel in the\\nregime where the number of users grows linearly with the codelength. We\\ninvestigate coded CDMA schemes where each user's information is encoded via a\\nlinear code before being modulated with a signature sequence. We propose an\\nefficient approximate message passing (AMP) decoder that can be tailored to the\\nstructure of the linear code, and provide an exact asymptotic characterization\\nof its performance. Based on this result, we consider a decoder that integrates\\nAMP and belief propagation and characterize the tradeoff between spectral\\nefficiency and signal-to-noise ratio, for a given target error rate. Simulation\\nresults are provided to demonstrate the benefits of the concatenated scheme at\\nfinite lengths.\",\"PeriodicalId\":501433,\"journal\":{\"name\":\"arXiv - CS - Information Theory\",\"volume\":\"20 1\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-02-08\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"arXiv - CS - Information Theory\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/arxiv-2402.05625\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - CS - Information Theory","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2402.05625","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Coded Many-User Multiple Access via Approximate Message Passing
We consider communication over the Gaussian multiple-access channel in the
regime where the number of users grows linearly with the codelength. We
investigate coded CDMA schemes where each user's information is encoded via a
linear code before being modulated with a signature sequence. We propose an
efficient approximate message passing (AMP) decoder that can be tailored to the
structure of the linear code, and provide an exact asymptotic characterization
of its performance. Based on this result, we consider a decoder that integrates
AMP and belief propagation and characterize the tradeoff between spectral
efficiency and signal-to-noise ratio, for a given target error rate. Simulation
results are provided to demonstrate the benefits of the concatenated scheme at
finite lengths.