离散事件仿真模型用于分析云计算模型中的水平缩放

Joseph Idziorek
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引用次数: 31

摘要

云模型的一个显著特征是服务用户能够横向扩展计算资源以匹配客户需求。由于云模型是以现收现付的模式提供的,因此在向客户提供高质量服务的同时最大限度地提高利用率符合服务用户的最大利益。本文描述了一个离散事件模拟模型,该模型用于探索水平缩放轮廓配置与云模型功能之间的关系。初步结果表明,状态感知负载分配算法和决定水平扩展能力弹性的参数对于实现高利用率至关重要。通过建模和仿真,本文给出了一个框架和初步结果,进一步探索云模型。
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Discrete event simulation model for analysis of horizontal scaling in the cloud computing model
One of the distinguishing characteristics of the cloud model is the ability for the service users to horizontally scale computing resources to match customer demand. Because the cloud model is offered in a pay-as-you-go schem, it is in the service user's best interest to maximize utilization while still providing a high quality of service to the customer. This paper describes a discrete event simulation model that is used to explore the relationship between the horizontal scaling profile configurations and the functionality of the cloud model. Initial results show that both a state-aware load distribution algorithm and the parameters that dictate the elasticity of the horizontal scaling ability are essential to achieving high rates of utilization. Through modeling and simulation, this paper presents both a framework and initial results to further explore the cloud model.
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