{"title":"多跳无线传感器网络最优生存期建模的马尔可夫方法","authors":"Jian Lin, M. A. Weitnauer","doi":"10.1109/MILCOM.2013.288","DOIUrl":null,"url":null,"abstract":"A Markov Decision Process (MDP) framework is presented for modeling the lifetime of Multi-hop Wireless Sensor Networks (WSNs). The model applies to both non-cooperative and cooperative (CT) networks. To our knowledge, this is the first work to model the lifetime of multi-hop networks that jointly considers the dynamics of MAC layer link admission, routing layer queuing and energy evolution. We propose a new algorithm that exploits the Stochastic Shortest Path (SSP) structure and Mixed Integer Linear Programming (MILP) to efficiently solve the problem. Numerical results on the optimal lifetime of non-CT and CT networks are presented to validate the model.","PeriodicalId":379382,"journal":{"name":"MILCOM 2013 - 2013 IEEE Military Communications Conference","volume":"119 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2013-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"7","resultStr":"{\"title\":\"A Markovian Approach to Modeling the Optimal Lifetime of Multi-hop Wireless Sensor Networks\",\"authors\":\"Jian Lin, M. A. Weitnauer\",\"doi\":\"10.1109/MILCOM.2013.288\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"A Markov Decision Process (MDP) framework is presented for modeling the lifetime of Multi-hop Wireless Sensor Networks (WSNs). The model applies to both non-cooperative and cooperative (CT) networks. To our knowledge, this is the first work to model the lifetime of multi-hop networks that jointly considers the dynamics of MAC layer link admission, routing layer queuing and energy evolution. We propose a new algorithm that exploits the Stochastic Shortest Path (SSP) structure and Mixed Integer Linear Programming (MILP) to efficiently solve the problem. Numerical results on the optimal lifetime of non-CT and CT networks are presented to validate the model.\",\"PeriodicalId\":379382,\"journal\":{\"name\":\"MILCOM 2013 - 2013 IEEE Military Communications Conference\",\"volume\":\"119 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2013-11-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"7\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"MILCOM 2013 - 2013 IEEE Military Communications Conference\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/MILCOM.2013.288\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"MILCOM 2013 - 2013 IEEE Military Communications Conference","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/MILCOM.2013.288","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
A Markovian Approach to Modeling the Optimal Lifetime of Multi-hop Wireless Sensor Networks
A Markov Decision Process (MDP) framework is presented for modeling the lifetime of Multi-hop Wireless Sensor Networks (WSNs). The model applies to both non-cooperative and cooperative (CT) networks. To our knowledge, this is the first work to model the lifetime of multi-hop networks that jointly considers the dynamics of MAC layer link admission, routing layer queuing and energy evolution. We propose a new algorithm that exploits the Stochastic Shortest Path (SSP) structure and Mixed Integer Linear Programming (MILP) to efficiently solve the problem. Numerical results on the optimal lifetime of non-CT and CT networks are presented to validate the model.