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首页> 外文期刊>Communications, IET >Optimising infrastructure as a service provider revenue through customer satisfaction and efficient resource provisioning in cloud computing
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Optimising infrastructure as a service provider revenue through customer satisfaction and efficient resource provisioning in cloud computing

机译:通过客户满意度和有效的云计算资源配置来优化基础架构即服务提供商的收入

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摘要

With limited resources, it is quite challenging for cloud providers to meet dynamic and massive customers' demands. Higher utilisation or refusing any service level agreement (SLA) may lead to penalties which play a crucial role in the cloud business. Overutilisation of resources, instead of maximizing the revenue, may lead to a decrease in revenue due to the SLA violations. Various studies have been conducted to investigate these issues; however, there is still room for improvement. In this study, the authors proposed a model to address the resource scalability and SLA violation issues by hiring external resources at low prices. However, in contrast to a federated cloud, the proposed model allows a provider to hire resources from any external provider with flexible terms and price. They designed algorithms to optimise providers' revenue by taking into account different parameters, including resource utilization, customer satisfaction, SLA violation, and prices. Simulation result shows that the proposed model is efficient in handling massive demands, and improves revenue generation and customer satisfaction. Offering joint pricing on customers' choice and outsourcing the extra workload to external resources leads to revenue maximization. Hiring external resources earns external revenue as well as it maximizes the total revenue.
机译:在资源有限的情况下,云提供商要满足动态且庞大的客户需求是非常具有挑战性的。更高的利用率或拒绝任何服务级别协议(SLA)可能会导致罚款,这在云业务中起着至关重要的作用。由于违反了SLA,过度利用资源而不是最大程度地增加收入可能会导致收入减少。已经进行了各种研究以调查这些问题。但是,仍有改进的空间。在这项研究中,作者提出了一个模型,该模型通过以低价租用外部资源来解决资源可伸缩性和违反SLA的问题。但是,与联邦云相反,该提议的模型允许提供商以灵活的条款和价格从任何外部提供商那里租用资源。他们设计了算法,通过考虑不同的参数来优化提供商的收入,这些参数包括资源利用率,客户满意度,违反SLA和价格。仿真结果表明,所提出的模型能够有效地处理大量需求,并提高了创收和客户满意度。根据客户的选择提供联合定价,并将额外的工作量外包给外部资源,从而实现收益最大化。雇用外部资源既可以赚取外部收入,又可以使总收入最大化。

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