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A distributed ADMM approach for energy-efficient resource allocation in mobile edge computing

机译:用于移动边缘计算中的节能资源分配的分布式ADMM方法

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Mobile edge computing (MEC) is a new promising technique to provide cloud-computing capabilities at the edge of cellular networks in close proximity to mobile users. In this paper, we consider joint optimization of the communication and computation resources in a multiuser, multiserver MEC system. The objective of this optimization problem is to minimize the total energy consumption of mobile devices under the time-sharing constraint. Given the fact that no coordination is involved between mobile devices, we propose a light-weight and decentralized algorithm based on the alternating direction method of multipliers (ADMM) framework. Experimental results demonstrate that the proposed algorithm performs well in terms of convergence and outperforms the conventional centralized approach.
机译:移动边缘计算(MEC)是一种新的有前途的技术,可在紧邻移动用户的蜂窝网络边缘提供云计算功能。在本文中,我们考虑在多用户,多服务器MEC系统中共同优化通信和计算资源。该优化问题的目的是在分时约束下将移动设备的总能耗降至最低。鉴于移动设备之间不涉及协调这一事实,我们提出了一种基于乘数交替方向方法(ADMM)框架的轻量且分散的算法。实验结果表明,该算法在收敛性方面表现良好,并且优于传统的集中式方法。

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