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Optimization of virtual machine placement for balancing network and server load in edge computing environments

机译:优化边缘计算环境中平衡网络和服务器负载的虚拟机展示位置

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In edge computing environments, edge servers are deployed in networks in addition to cloud data centers. Designing an edge computing system involves several issues such as edge server deployment, virtual machine (VM) placement, and traffic routing. This paper focuses on the VM placement problem, which determines the location of VMs in edge servers, and proposes a new VM placement method considering network and server load. The proposed method formulates the VM placement problem as mixed integer programming (MIP) problems. By solving the MIP, the proposed method determines the optimal location of VMs so as to minimize the network load generated by the communication between users and VMs, and balance the load on edge servers. Since it takes a large amount of computation time to solve the MIP, the proposed method also introduces a heuristic algorithm for finding an approximate solution. Numerical experiments show the effectiveness of the proposed method.
机译:在边缘计算环境中,除了云数据中心之外,还部署了边缘服务器。设计边缘计算系统涉及边缘服务器部署,虚拟机(VM)放置和流量路由等多个问题。本文重点介绍了VM放置问题,该问题确定了边缘服务器中VM的位置,并提出了考虑网络和服务器负载的新VM放置方法。该方法将VM放置问题配制为混合整数编程(MIP)问题。通过解决MIP,所提出的方法确定VM的最佳位置,以便最小化由用户和VM之间的通信生成的网络负载,并平衡边缘服务器上的负载。由于求解MIP需要大量的计算时间,所以该方法还引入了一种用于查找近似解决方案的启发式算法。数值实验表明了该方法的有效性。

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