Xiaoliang Wang, Junhua Tang, Mengdi Yu, Gubei Yin, Jianhua Li
{"title":"A UCB1-Based Online Job Dispatcher for Heterogeneous Mobile Edge Computing System","authors":"Xiaoliang Wang, Junhua Tang, Mengdi Yu, Gubei Yin, Jianhua Li","doi":"10.1109/SSIC.2018.8556796","DOIUrl":null,"url":null,"abstract":"Mobile edge computing is widely believed to be a key technology in 5G networks. It promises dramatic reduction in latency and mobile energy consumption by offloading computation intensive and latency critical jobs to edge servers for execution. In this paper, we consider the job dispatching problem at the access proxies in a heterogeneous mobile edge computing system. The problem is modeled as a multi-armed bandit problem, and an online job dispatcher algorithm based on UCBI strategy is proposed. The performance of the proposed dispatcher and the edge servers are theoretically modeled and analyzed. Simulation experiments are conducted to evaluate the effectiveness of the proposed algorithm.","PeriodicalId":302563,"journal":{"name":"2018 Third International Conference on Security of Smart Cities, Industrial Control System and Communications (SSIC)","volume":"25 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2018 Third International Conference on Security of Smart Cities, Industrial Control System and Communications (SSIC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/SSIC.2018.8556796","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1
Abstract
Mobile edge computing is widely believed to be a key technology in 5G networks. It promises dramatic reduction in latency and mobile energy consumption by offloading computation intensive and latency critical jobs to edge servers for execution. In this paper, we consider the job dispatching problem at the access proxies in a heterogeneous mobile edge computing system. The problem is modeled as a multi-armed bandit problem, and an online job dispatcher algorithm based on UCBI strategy is proposed. The performance of the proposed dispatcher and the edge servers are theoretically modeled and analyzed. Simulation experiments are conducted to evaluate the effectiveness of the proposed algorithm.