OCPDA:一种在联邦环境中检测超载云提供商的新方法

Benay Kumar Ray, Oindrilla Ghosh, Srimoyee Bhattacherjee, Sarbani Roy, Sunirmal Khatua
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引用次数: 0

摘要

联邦云环境帮助不同的云服务提供商(CSP)在服务质量$(\mathrm {Q}\mathrm {o}\mathrm {S})$方面提高性能。为了使联邦发挥最佳效果,其成员csp上的工作负载应该是平衡的。超载CSP会导致性能下降,这是绝对不希望看到的。为了平衡联盟成员csp之间的工作负载,检测过载的csp非常重要。该模型,超载云提供商检测算法(OCPDA),使用基于多元线性回归(MLR)的技术来估计云服务提供商的负载。大量的仿真结果表明,OCPDA能够成功地检测到联邦中过载的csp。
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OCPDA: A novel approach towards detection of overloaded cloud providers in a federated environment
A federated cloud environment helps different cloud service providers (CSP) to improve their performances in terms of Quality of Service $(\mathrm {Q}\mathrm {o}\mathrm {S})$. For a federation to deliver its best, the workloads on its member CSPs should be balanced. Overloading a CSP leads to degradation in performance which is absolutely undesirable. To balance the workloads among the member CSPs of a federation, detection of the overloaded CSPs is important. The proposed model, Overloaded Cloud Provider Detection Algorithm(OCPDA), uses Multiple Linear Regression (MLR) based technique to estimate the loads of CSPs. Extensive simulation has been conducted which shows that OCPDA successfully detects overloaded CSPs in a federation.
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