{"title":"认知无线电网络中基于概率图模型的协同感知","authors":"Mochan Yang, Sung-kyun Yoo, Yirang Yim, Y. Shin","doi":"10.1109/IMWS2.2011.6027193","DOIUrl":null,"url":null,"abstract":"We propose a new scheme for minimizing the probability of false alarm in cooperative CR (Cognitive Radio) networks by using graphical model theory. In order to improve the performance, we formulate a dynamical assignment for SUs (Secondary Users) to better detect PUs (Primary Users). A restriction in the assignment of SUs is adopted to reduce the complexity of optimal solution, and a sub-optimal message passing algorithm is presented based on the probabilistic graphical model.","PeriodicalId":367154,"journal":{"name":"2011 IEEE MTT-S International Microwave Workshop Series on Intelligent Radio for Future Personal Terminals","volume":"53 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2011-09-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Cooperative sensing using probabilistic graphical models in Cognitive Radio networks\",\"authors\":\"Mochan Yang, Sung-kyun Yoo, Yirang Yim, Y. Shin\",\"doi\":\"10.1109/IMWS2.2011.6027193\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"We propose a new scheme for minimizing the probability of false alarm in cooperative CR (Cognitive Radio) networks by using graphical model theory. In order to improve the performance, we formulate a dynamical assignment for SUs (Secondary Users) to better detect PUs (Primary Users). A restriction in the assignment of SUs is adopted to reduce the complexity of optimal solution, and a sub-optimal message passing algorithm is presented based on the probabilistic graphical model.\",\"PeriodicalId\":367154,\"journal\":{\"name\":\"2011 IEEE MTT-S International Microwave Workshop Series on Intelligent Radio for Future Personal Terminals\",\"volume\":\"53 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2011-09-26\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2011 IEEE MTT-S International Microwave Workshop Series on Intelligent Radio for Future Personal Terminals\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/IMWS2.2011.6027193\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2011 IEEE MTT-S International Microwave Workshop Series on Intelligent Radio for Future Personal Terminals","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/IMWS2.2011.6027193","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Cooperative sensing using probabilistic graphical models in Cognitive Radio networks
We propose a new scheme for minimizing the probability of false alarm in cooperative CR (Cognitive Radio) networks by using graphical model theory. In order to improve the performance, we formulate a dynamical assignment for SUs (Secondary Users) to better detect PUs (Primary Users). A restriction in the assignment of SUs is adopted to reduce the complexity of optimal solution, and a sub-optimal message passing algorithm is presented based on the probabilistic graphical model.