Energy-Aware Computation Offloading of IoT Sensors in Cloudlet-Based Mobile Edge Computing

被引:30
|
作者
Ma, Xiao [1 ]
Lin, Chuang [1 ]
Zhang, Han [2 ]
Liu, Jianwei [2 ]
机构
[1] Tsinghua Univ, Dept Comp Sci & Technol, Tsinghua Natl Lab Informat Sci & Technol, Beijing 100084, Peoples R China
[2] Beihang Univ, Sch Cyber Sci & Technol, Beijing 100191, Peoples R China
基金
中国国家自然科学基金;
关键词
mobile edge computing; QoS-aware; energy-aware; Internet of Things; heterogeneous wireless access; MIGRATION; INTERNET; THINGS;
D O I
10.3390/s18061945
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Mobile edge computing is proposed as a promising computing paradigm to relieve the excessive burden of data centers and mobile networks, which is induced by the rapid growth of Internet of Things (IoT). This work introduces the cloud-assisted multi-cloudlet framework to provision scalable services in cloudlet-based mobile edge computing. Due to the constrained computation resources of cloudlets and limited communication resources of wireless access points (APs), IoT sensors with identical computation offloading decisions interact with each other. To optimize the processing delay and energy consumption of computation tasks, theoretic analysis of the computation offloading decision problem of IoT sensors is presented in this paper. In more detail, the computation offloading decision problem of IoT sensors is formulated as a computation offloading game and the condition of Nash equilibrium is derived by introducing the tool of a potential game. By exploiting the finite improvement property of the game, the Computation Offloading Decision (COD) algorithm is designed to provide decentralized computation offloading strategies for IoT sensors. Simulation results demonstrate that the COD algorithm can significantly reduce the system cost compared with the random-selection algorithm and the cloud-first algorithm. Furthermore, the COD algorithm can scale well with increasing IoT sensors.
引用
收藏
页数:12
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