{"title":"基于先验ICA的DS-CDMA盲多用户检测","authors":"M. Gupta, Balu Santhanam","doi":"10.1109/ACSSC.2004.1399548","DOIUrl":null,"url":null,"abstract":"ICA based blind source separation methods suffer from inherent scaling and permutation ambiguities , which would cause problems in a DS-CDMA multiuser detection and MAI mitigation scenario. Recently ICA methods incorporating prior information about the desired user's code were proposed as an add-on to the subspace MMSE detector. In this paper, we propose a Q-R decomposition based technique to initialize the ICA algorithm in order to remove the permutation ambiguity as well as to avoid the explicit subspace computations. It is shown via simulations that the proposed technique is more robust in the case of highly correlated unequal energy users.","PeriodicalId":396779,"journal":{"name":"Conference Record of the Thirty-Eighth Asilomar Conference on Signals, Systems and Computers, 2004.","volume":"59 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2004-11-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"9","resultStr":"{\"title\":\"Prior ICA based blind multiuser detection in DS-CDMA systems\",\"authors\":\"M. Gupta, Balu Santhanam\",\"doi\":\"10.1109/ACSSC.2004.1399548\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"ICA based blind source separation methods suffer from inherent scaling and permutation ambiguities , which would cause problems in a DS-CDMA multiuser detection and MAI mitigation scenario. Recently ICA methods incorporating prior information about the desired user's code were proposed as an add-on to the subspace MMSE detector. In this paper, we propose a Q-R decomposition based technique to initialize the ICA algorithm in order to remove the permutation ambiguity as well as to avoid the explicit subspace computations. It is shown via simulations that the proposed technique is more robust in the case of highly correlated unequal energy users.\",\"PeriodicalId\":396779,\"journal\":{\"name\":\"Conference Record of the Thirty-Eighth Asilomar Conference on Signals, Systems and Computers, 2004.\",\"volume\":\"59 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2004-11-07\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"9\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Conference Record of the Thirty-Eighth Asilomar Conference on Signals, Systems and Computers, 2004.\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ACSSC.2004.1399548\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Conference Record of the Thirty-Eighth Asilomar Conference on Signals, Systems and Computers, 2004.","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ACSSC.2004.1399548","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Prior ICA based blind multiuser detection in DS-CDMA systems
ICA based blind source separation methods suffer from inherent scaling and permutation ambiguities , which would cause problems in a DS-CDMA multiuser detection and MAI mitigation scenario. Recently ICA methods incorporating prior information about the desired user's code were proposed as an add-on to the subspace MMSE detector. In this paper, we propose a Q-R decomposition based technique to initialize the ICA algorithm in order to remove the permutation ambiguity as well as to avoid the explicit subspace computations. It is shown via simulations that the proposed technique is more robust in the case of highly correlated unequal energy users.