Joint Data Offloading and Energy-Efficient Secure MEC Resource Allocation Method for IoT Device Data in RAN Communication
【Author】 He, Qiang; Li, Ji; Zhu, Xiaogang; Jolfaei, Alireza; Feng, Zheng; Tolba, Amr; Yu, Keping; Fu, Yukai
【Source】IEEE TRANSACTIONS ON GREEN COMMUNICATIONS AND NETWORKING
【影响因子】3.525
【Abstract】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.
【Keywords】Servers; Computer architecture; Internet of Things; Task analysis; Energy consumption; Security; Optimization; Mobile edge computing; radio access networks; resource allocation; energy consumption; Q-learning algorithm
【发表时间】2024 SEP
【收录时间】2024-09-09
【文献类型】理论模型
【主题类别】
区块链技术-协同技术-移动边缘计算
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