{"title":"Physical Layer Authentication Using MmWave Channel State Information","authors":"Yangyang Liu, Pinchang Zhang, Xufei Li","doi":"10.1109/NaNA53684.2021.00013","DOIUrl":null,"url":null,"abstract":"This paper proposes an intelligent physical layer authentication scheme to learn the time-varying features of physical layer for mmWave MIMO communications. Explicitly, we design the physical layer authentication system as a binary classification model based on the kernel machine. We derive the updating methods of the system parameters iteratively. The convergence and performance of the proposed physical layer authentication model are validated by exploiting a mmWave MIMO channel model. Numerical results demonstrate that the proposed intelligent physical layer authentication scheme performs well in mmWave MIMO communications.","PeriodicalId":414672,"journal":{"name":"2021 International Conference on Networking and Network Applications (NaNA)","volume":"9 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 International Conference on Networking and Network Applications (NaNA)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/NaNA53684.2021.00013","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
This paper proposes an intelligent physical layer authentication scheme to learn the time-varying features of physical layer for mmWave MIMO communications. Explicitly, we design the physical layer authentication system as a binary classification model based on the kernel machine. We derive the updating methods of the system parameters iteratively. The convergence and performance of the proposed physical layer authentication model are validated by exploiting a mmWave MIMO channel model. Numerical results demonstrate that the proposed intelligent physical layer authentication scheme performs well in mmWave MIMO communications.