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SLA-constrained service selection for minimizing costs of providing composite cloud services under stochastic runtime performance

机译:受SLA约束的服务选择以最大程度地降低在随机运行时性能下提供复合云服务的成本

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摘要

Composite cloud services based on the methodologies of Software as a Service and Service-Oriented Architecture are transforming how people develop and use software. Cloud service providers are confronting the service selection problem when composing composite cloud services. This paper deals with an important type of service selection problem, minimizing the total cost of providing a composite cloud service with respect to the constraints of service level agreement (SLA). Two types of SLA are considered in the study: per-request-based SLA and ratio-based SLA. We present three service selection approaches for dynamic cloud environments where services’ performance might vary with time. The first two are iterative compound approaches for per-request-based SLA and the third approach is a one-step method for ratio-based SLA based on the Chebyshev’s theorem and nonlinear programming. Experimental results show that our approaches outperform the previous method significantly in terms of total cost reduction.
机译:基于软件即服务和面向服务的体系结构方法的复合云服务正在改变人们开发和使用软件的方式。云服务提供商在组合复合云服务时面临服务选择问题。本文讨论了一种重要的服务选择问题,相对于服务水平协议(SLA)的约束,将提供复合云服务的总成本降至最低。在研究中考虑了两种SLA:基于请求的SLA和基于比率的SLA。我们为动态云环境提供了三种服务选择方法,这些服务的性能可能会随时间变化。前两种是针对每个请求的SLA的迭代复合方法,第三种方法是基于切比雪夫定理和非线性规划的基于比率的SLA的一步式方法。实验结果表明,在降低总成本方面,我们的方法明显优于以前的方法。

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