Green process offloading in smart home

Shahin Vakilinia, Iman Vakilinia, M. Cheriet
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引用次数: 2

Abstract

Smart home applications are becoming increasingly popular due to the explosive growth of intelligent devices in recent years. However, such applications require extra computing resources. In this paper, the task offloading management in the smart home scenarios are investigated in micro and macro scales. First, the optimal process of different applications is determined to be offloaded from the smart home controller to the cloud system. Second, a policy in the home gateway is proposed to select the best server in the cloud to dynamically offloading the computing tasks considering energy saving while satisfying the applications QoS metrics. Using queuing theoretical approach, we model the smart home application execution time at macro level considering the applications QoS constraints. Then, we apply duality theory to find the optimal offloading ratio. Moreover, an optimal interface/server selection is investigated to minimize the energy consumption. On the other hand, Lyapunov drift optimization is applied at micro level to find the optimal performance point of the smart home applications in real time. The effectiveness and optimality of our proposed algorithms are evaluated by experiments over realistic smart home scenarios.
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智能家居中的绿色流程卸载
近年来,由于智能设备的爆炸式增长,智能家居应用越来越受欢迎。然而,这样的应用程序需要额外的计算资源。本文从微观和宏观两个层面对智能家居场景下的任务卸载管理进行了研究。首先,确定不同应用程序的最优流程从智能家居控制器卸载到云系统。其次,在满足应用QoS指标的前提下,在家庭网关中选择云中的最佳服务器动态卸载计算任务。利用排队理论方法,考虑应用的QoS约束,在宏观层面对智能家居应用的执行时间进行建模。然后应用对偶理论求出最优卸载比。此外,还研究了最优接口/服务器选择以最小化能耗。另一方面,在微观层面应用Lyapunov漂移优化,实时寻找智能家居应用的最优性能点。我们提出的算法的有效性和最优性通过现实智能家居场景的实验进行了评估。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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