使用毫米波信道状态信息的物理层认证

Yangyang Liu, Pinchang Zhang, Xufei Li
{"title":"使用毫米波信道状态信息的物理层认证","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":"{\"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}","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

摘要

针对毫米波MIMO通信中物理层时变特性,提出了一种智能物理层认证方案。明确地,我们将物理层认证系统设计为基于内核机的二元分类模型。迭代推导了系统参数的更新方法。利用毫米波MIMO信道模型验证了所提出的物理层认证模型的收敛性和性能。仿真结果表明,提出的智能物理层认证方案在毫米波MIMO通信中具有良好的性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
Physical Layer Authentication Using MmWave Channel State Information
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.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Covert Communication in D2D Underlaying Cellular Network Online Scheduling of Machine Learning Jobs in Edge-Cloud Networks Dual attention mechanism object tracking algorithm based on Fully-convolutional Siamese network Fatigue Detection Technology for Online Learning The Nearest Neighbor Algorithm for Balanced and Connected k-Center Problem under Modular Distance
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1