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Enabling Green Mobile-Edge Computing for 5G-Based Healthcare Applications

机译:为5G基医疗保健应用启用绿色移动边缘计算

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摘要

With the unprecedented growth of wireless body area network (WBAN) users and computation-intensive 5G-based healthcare applications, mobile edge computing (MEC)-enabled healthcare systems that enable computation offloading to edge servers in proximity, are gaining much interest. However, due to the ever-increasing requirement of WBAN users' quality of experience (QoE), the computational load on the MEC server increases, resulting in high energy costs and heavy carbon emissions. Therefore, in this paper, we focus on joint cost and energy-efficient task offloading in the MEC-enabled healthcare system by designing incentives for WBAN users to curtail their amount of task offloading. In particular, we model the interaction among the MEC server and WBAN users using the Stackelberg game and derive the optimal task offloading decision for WBAN users and corresponding reimbursement amount. As the number of WBAN users is large, we propose an alternating direction method of multipliers (ADMM)-based algorithm to achieve the optimal solution in a distributed manner. Further, simulation results show that the proposed algorithm maximizes the payoffs of both the MEC server and the WBAN users, while also reducing the MEC server energy cost by 52.38% compared to benchmark schemes.
机译:随着无线体积网络(WBAN)用户的前所未有的增长和基于计算密集的5G的医疗保健应用,使能够将计算卸载到附近的边缘服务器的移动边缘计算(MEC)的女性保健系统正在获得很多兴趣。然而,由于WANS用户的经验质量(QoE)的需求不断增加,MEC服务器的计算负荷增加,导致能源成本高,碳排放量高​​。因此,在本文中,我们专注于通过为WBAN用户缩小他们的任务卸载量的奖励来卸载能够在MEC的医疗保健系统中卸载的联合成本和节能任务。特别是,我们使用Stackelberg游戏模拟MEC服务器和WBAN用户之间的交互,并导出WAN用户的最佳任务卸载决定和相应的报销金额。随着WBAN用户的数量大,我们提出了一种乘法器(ADMM)的交替方向方法,以分布式方式实现最佳解决方案。此外,仿真结果表明,与基准方案相比,所提出的算法最大限度地提高了MEC服务器和WBAN用户的收益,同时还将MEC服务器能量成本降低了52.38%。

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