边缘计算环境下服务器故障时的最优用户迁移

Wei Du, Qiang He, Yuan-Xia Ji, Chenran Cai, Xiaoyong Zhao
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引用次数: 2

摘要

在边缘计算环境中,边缘服务器在地理位置上分布在最终用户周围,以提供高度可访问和高效的计算能力和服务。在运行时,边缘服务器会因各种原因而发生故障,例如硬件故障、系统过载、网络攻击。当边缘服务器发生故障时,必须将边缘服务器上的最终用户(即边缘用户)迁移到附近的边缘服务器上,以确保服务的交付。最优迁移策略必须最大化迁移的最终用户数量,同时确保最终用户的低延迟。同时,必须考虑服务部署成本,即部署迁移后的最终用户所需的服务的成本。在本文中,我们将服务器故障时的边缘用户迁移(EUM)问题建模为整数规划问题,并引入了一种新的最优方法来解决EUM问题。我们还提出了一种启发式方法,用于有效地寻找大规模场景的次优解。在真实数据集上进行的实验结果表明,我们的方法明显优于两种具有代表性的基线方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Optimal User Migration upon Server failures in Edge Computing Environment
In the edge computing environment, edge servers are geographically distributed around end-users to provide highly accessible and efficient computing capacities and services. At runtime, edge servers are subject to failures for various reasons, e.g., hardware failures, system overloaded, cyber attacks. When an edge server fails, the end-users on the edge sever, i.e., edge users, must be migrated to nearby edge servers to ensure service delivery. An optimal migration strategy must maximize the number of migrated end-users while ensuring low latency for end-users. In the meantime, the service deployment cost, i.e., the cost of deploying services required by migrated end-users, must be considered. In this paper, we model the edge user migration (EUM) problem upon server failures as an Integer Programming problem, and introduce a novel, optimal approach for solving the EUM problem. We also propose a heuristic approach for finding sub-optimal solutions efficiently to large-scale scenarios. The results of experiments conducted on a real-world dataset demonstrate that our approaches significantly outperform two representative baseline approaches.
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