Dynamic Provisioning Modeling for Virtualized Multi-tier Applications in Cloud Data Center

J. Bi, Zhiliang Zhu, Ruixiong Tian, Qingbo Wang
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引用次数: 162

Abstract

Dynamic provisioning is a useful technique for handling the virtualized multi-tier applications in cloud environment. Understanding the performance of virtualized multi-tier applications is crucial for efficient cloud infrastructure management. In this paper, we present a novel dynamic provisioning technique for a cluster-based virtualized multi-tier application that employ a flexible hybrid queueing model to determine the number of virtual machines at each tier in a virtualized application. We present a cloud data center based on virtual machine to optimize resources provisioning. Using simulation experiments of three-tier application, we adopt an optimization model to minimize the total number of virtual machines while satisfying the customer average response time constraint and the request arrival rate constraint. Our experiments show that cloud data center resources can be allocated accurately with these techniques, and the extra cost can be effectively reduced.
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云数据中心中虚拟化多层应用的动态供应建模
动态供应是处理云环境中虚拟化多层应用程序的一种有用技术。了解虚拟化多层应用程序的性能对于高效的云基础设施管理至关重要。在本文中,我们提出了一种新的基于集群的虚拟化多层应用程序的动态供应技术,该技术采用灵活的混合排队模型来确定虚拟化应用程序中每层的虚拟机数量。为了优化资源配置,提出了一种基于虚拟机的云数据中心。通过对三层应用程序的仿真实验,在满足客户平均响应时间约束和请求到达率约束的前提下,采用虚拟机总数最少的优化模型。实验表明,利用这些技术可以准确地分配云数据中心资源,有效地降低了额外的成本。
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