针对 RAN 通信中物联网设备数据的联合数据卸载和高能效安全 MEC 资源分配方法

IF 5.3 2区 计算机科学 Q1 TELECOMMUNICATIONS
Qiang He;Ji Li;Xiaogang Zhu;Alireza Jolfaei;Zheng Feng;Amr Tolba;Keping Yu;Yukai Fu
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引用次数: 0

摘要

随着信息技术的快速发展,5G 技术、无线接入网(RAN)和物联网(IoT)已成为下一代通信技术的核心要素。各种应用对实时通信和减少延迟的需求日益增长。因此,本文提出了一种四层移动边缘计算(MEC)架构,利用 RAN 将用户设备连接到核心网络。区块链验证用于数据存储和访问权限分离。该架构旨在解决云计算通信中的高延迟、低灵活性和安全问题。我们还提出了优化通信距离的 MEC 服务器定位算法,以及用于选择和资源分配的 Q-learning 算法。实验结果表明,与基线算法相比,该算法能显著节约能源。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Joint Data Offloading and Energy-Efficient Secure MEC Resource Allocation Method for IoT Device Data in RAN Communication
As information technology rapidly advances, 5G technology, Radio Access Networks (RAN), and the Internet of Things (IoT) have emerged as the core elements of next-generation communication technology. There is an increasing demand for real-time communication and reduced latency in various applications. Therefore, this paper proposes a four-layer Mobile Edge Computing (MEC) architecture that connects user devices to the core network using RAN. Blockchain verification is used for data storage and access permission separation. The architecture aims to address the high latency, low flexibility, and security issues in cloud computing communication. We also propose a MEC server location algorithm to optimize communication distance, and a Q-learning algorithm for selection and resource allocation. Experimental results demonstrate significant energy savings compared to baseline algorithms.
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来源期刊
IEEE Transactions on Green Communications and Networking
IEEE Transactions on Green Communications and Networking Computer Science-Computer Networks and Communications
CiteScore
9.30
自引率
6.20%
发文量
181
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