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

A. Vijay, K. Umadevi
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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
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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
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