Secured AI guided Architecture for D2D Systems of Massive MIMO deployed in 5G Networks

A. Vijay, K. Umadevi
{"title":"Secured AI guided Architecture for D2D Systems of Massive MIMO deployed in 5G Networks","authors":"A. Vijay, K. Umadevi","doi":"10.1109/ICOEI.2019.8862712","DOIUrl":null,"url":null,"abstract":"Security issues arises with the massive elevation in quantity of mobile users along with high data rate services proposed by 5G networks. D2D communication technique is an optimized method to support various demands on massive data transfer rates among the users in 5G networks. Massive MIMO (Multiple-input and Multiple-output) based antenna systems are deployed to achieve these huge data demands in 5G technology. However, the drawbacks owing to expanding computational overhead in methods of allocating resource, reducing interference, energy optimization and several other problems in D2D networks are compromised with the help of emerging technology of Explainable Artificial Intelligence (XAI). Furthermore, a novel approach based on AI is implemented with an Architectural design for D2D network in decision making over the implementation of techniques based on the persisting situation in the D2D network. Finally, Security protocols based on network demands are implemented through AI in D2D Communications of Massive MIMO based 5G Networks","PeriodicalId":212501,"journal":{"name":"2019 3rd International Conference on Trends in Electronics and Informatics (ICOEI)","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2019-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"7","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2019 3rd International Conference on Trends in Electronics and Informatics (ICOEI)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICOEI.2019.8862712","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 7

Abstract

Security issues arises with the massive elevation in quantity of mobile users along with high data rate services proposed by 5G networks. D2D communication technique is an optimized method to support various demands on massive data transfer rates among the users in 5G networks. Massive MIMO (Multiple-input and Multiple-output) based antenna systems are deployed to achieve these huge data demands in 5G technology. However, the drawbacks owing to expanding computational overhead in methods of allocating resource, reducing interference, energy optimization and several other problems in D2D networks are compromised with the help of emerging technology of Explainable Artificial Intelligence (XAI). Furthermore, a novel approach based on AI is implemented with an Architectural design for D2D network in decision making over the implementation of techniques based on the persisting situation in the D2D network. Finally, Security protocols based on network demands are implemented through AI in D2D Communications of Massive MIMO based 5G Networks
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
5G网络中大规模MIMO D2D系统的安全AI引导架构
随着移动用户数量的大幅增加,以及5G网络提出的高数据速率服务,安全问题也随之出现。D2D通信技术是支持5G网络中用户对海量数据传输速率的各种需求的优化方法。基于大规模MIMO(多输入和多输出)的天线系统在5G技术中被部署以实现这些巨大的数据需求。然而,在可解释人工智能(XAI)这一新兴技术的帮助下,D2D网络在资源分配、减少干扰、能量优化和其他几个问题上的计算开销增加所带来的缺点得到了解决。在此基础上,提出了一种基于人工智能的D2D网络决策体系结构设计方法。最后,在基于Massive MIMO的5G网络的D2D通信中,通过AI实现基于网络需求的安全协议
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Artery and Vein classification for hypertensive retinopathy Biometric Personal Iris Recognition from an Image at Long Distance Iris Recognition Using Visible Wavelength Light Source and Near Infrared Light Source Image Database: A Short Survey□ Brain Computer Interface Based Smart Environment Control IoT Based Smart Gas Management System
×
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