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Resource-Aware Workload Orchestration for Edge Computing

机译:Edge Computing的资源感知工作负载编排

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Edge Computing is an emerging paradigm that improves the quality of experience when dealing with low latency applications. However, the problem of workload orchestration for the offloaded tasks still needs to be solved. In this work, we focus on the offloading decision problem in which execution locations for the incoming tasks are decided within an edge infrastructure or the central cloud. Particularly, we propose a resource-aware based approach to solve the offloading decision problem such that edge server resources are efficiently utilized before offloading to the central cloud. Numerical results from EdgeCloudSim show that this proposed policy outperforms other workload orchestration policies by exhibiting a better virtual machine utilization and fewer failed tasks due to wide area network link failures or congestion as the number of tasks increase.
机译:边缘计算是一种新兴范式,可提高处理低延迟应用时的经验质量。但是,仍然需要解决卸载任务的工作负荷编排问题。在这项工作中,我们专注于卸载决策问题,其中输入任务的执行位置在边缘基础架构或中央云中决定。特别地,我们提出了一种基于资源感知的方法来解决卸载决策问题,使得在卸载到中心云之前有效地利用边缘服务器资源。 EdgeCloudsim的数值结果表明,由于广域网链路故障或拥塞,因此通过展示更好的虚拟机利用率和较少的失败任务,这一提出的策略优于其他工作负载管理策略。

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