A Strategy for Performance Evaluation and Modeling of Cloud Computing Services

R. Yadav, Gleidson A. S. Campos, E. Sousa, F. Lins
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引用次数: 1

Abstract

On-demand services and reduced costs made cloud computing a popular mechanism to provide scalable resources according to the user’s expectations. This paradigm is an important role in business and academic organizations, supporting applications and services deployed based on virtual machines and containers, two different technologies for virtualization. Cloud environments can support workloads generated by several numbers of users, that request the cloud environment to execute transactions and its performance should be evaluated and estimated in order to achieve clients satisfactions when cloud services are offered. This work proposes a performance evaluation strategy composed of a performance model and a methodology for evaluating the performance of services configured in virtual machines and containers in cloud infrastructures. The performance model for the evaluation of virtual machines and containers in cloud infrastructures is based on stochastic Petri nets. A case study in a real public cloud is presented to illustrate the feasibility of the performance evaluation strategy. The case study experiments were performed with virtual machines and containers supporting workloads related to social networks transactions.
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云计算服务的性能评估与建模策略
按需服务和降低的成本使云计算成为一种流行的机制,可以根据用户的期望提供可扩展的资源。这个范例在商业和学术组织中扮演着重要的角色,它支持基于虚拟机和容器(两种不同的虚拟化技术)部署的应用程序和服务。云环境可以支持由多个用户生成的工作负载,这些用户请求云环境执行事务,并且应该评估和估计其性能,以便在提供云服务时实现客户满意度。这项工作提出了一种性能评估策略,该策略由性能模型和方法组成,用于评估在云基础设施中的虚拟机和容器中配置的服务的性能。基于随机Petri网的云基础设施中虚拟机和容器的性能评估模型。最后以一个真实的公共云为例,说明了性能评估策略的可行性。案例研究实验使用支持与社交网络事务相关的工作负载的虚拟机和容器进行。
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