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Sheriff: A Regional Pre-alert Management Scheme in Data Center Networks

机译:警长:数据中心网络中的区域预警管理方案

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As the base infrastructure to support various cloud services, data center draws more and more attractions from both academia and industry. A stable, effective, and robust data center network (DCN) management system is urgently required from institutions and corporations. However, existing management schemes have several problems, including the difficulty to manage the entire network with heterogeneous network components by a centralized controller, and the short-sighted mechanism to deal with resource allocation, congestion control, and VM migration. In this paper, we design Sheriff: a distributed pre-alert and management scheme for DCN management. Sheriff is a regional self-automatic control scheme at end host side to balance network traffic and workload. It includes two phases: prediction and management. Each end-host predicts possible overload and congestion by prediction strategy based on ARIMA and Neural Network methodology, and perform an Alert message. Delegated local controllers then monitor their dominating region and activate localized protocols Vm Migration to manage the network. We illustrate the predication accuracy by network traces from a local data center service provider, examine the management efficiency by simulations on both Fat-Tree topology and Bcube topology, and prove that Vm Migration is an approximation with ratio 3+2/p where p is a constant predefined in local search algorithm. Both numerical simulations and theoretical analysis validate the efficiency of our design. In all, Sheriff is a fast and effective scheme to better improve the performance of DCN.
机译:作为支持各种云服务的基础架构,数据中心吸引了来自学术界和行业的越来越多的关注。机构和公司迫切需要一个稳定,有效和健壮的数据中心网络(DCN)管理系统。但是,现有的管理方案存在几个问题,包括难以通过集中控制器来管理具有异构网络组件的整个网络,以及处理资源分配,拥塞控制和VM迁移的目光短浅的机制。在本文中,我们设计了Sheriff:DCN管理的分布式预警和管理方案。警长是终端主机端的一种区域性自动控制方案,用于平衡网络流量和工作负载。它包括两个阶段:预测和管理。每个最终主机通过基于ARIMA和神经网络方法的预测策略来预测可能的过载和拥塞,并执行警报消息。然后,委托的本地控制器监视其主要区域并激活本地化协议Vm Migration以管理网络。我们通过来自本地数据中心服务提供商的网络跟踪来说明预测准确性,通过在Fat-Tree拓扑和Bcube拓扑上的仿真来检查管理效率,并证明Vm Migration是比率为3 + 2 / p的近似值,其中p为在本地搜索算法中预定义的常量。数值模拟和理论分析都证明了我们设计的效率。总之,治安官长是一种快速有效的方案,可以更好地改善DCN的性能。

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