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QoE Aware and Cell Capacity Enhanced Computation Offloading for Multi-Server Mobile Edge Computing Systems with Energy Harvesting Devices

机译:具有能量收集设备的多服务器移动边缘计算系统的QoE感知和单元容量增强的计算分流

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The increasing complexity of intelligent services requires new paradigm to overcome the problems caused by resource-limited mobile devices. Mobile edge computing systemwith energy harvesting devices is such a promising technology. By offloading the computation tasks to the MEC servers, users could experience services with low latency. In addition, energy harvesting technology releases the tension between high energy consumption of intelligent services and capacity-constrained mobile device batteries. However, in multi-user and multi-server scenarios where mobile devices can move arbitrarily, computation offloading strategies are faced with new challenges because of resource competition and server selection. In this paper, we develop an intelligent computation offloadingstrategy. An online algorithm, which is based on Lyapunov Optimization-based Dynamic Computation Offloading algorithm, is proposed. By choosing the execution mode among local execution, offloading execution and task dropping for each mobile device, our algorithm can asymptotically obtain the optimal results for the whole system. The algorithm not only inherits every advantage from the LODCO Algorithm but also adaptsperfectly to themore complex environment.Simulation results illustrate that the algorithmcanimprove the ratio of offloading computation tasks by more than 10% while the QoE is guaranteed.
机译:智能服务的复杂性不断增加,需要新的范式来克服资源受限的移动设备所引起的问题。具有能量收集设备的移动边缘计算系统是一种很有前途的技术。通过将计算任务卸载到MEC服务器,用户可以体验低延迟的服务。此外,能量收集技术释放了智能服务的高能耗与容量受限的移动设备电池之间的紧张关系。但是,在移动设备可以任意移动的多用户和多服务器方案中,由于资源竞争和服务器选择,计算分流策略面临着新的挑战。在本文中,我们开发了一种智能计算卸载策略。提出了一种基于Lyapunov优化的动态计算卸载算法的在线算法。通过在每个移动设备的本地执行,卸载执行和任务删除之间选择执行模式,我们的算法可以渐近地获得整个系统的最佳结果。该算法不仅继承了LODCO算法的所有优点,而且还完美地适应了更复杂的环境。仿真结果表明,该算法可以在保证QoE的前提下将计算任务的卸载率提高10%以上。

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