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Towards Automated Data-Driven Model Creation for Cloud Computing Simulation

机译:面向用于云计算仿真的自动数据驱动模型创建

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摘要

The increasing complexity and scale of cloud computing environments due to widespread data centre heterogeneity makes measurement-based evaluations highly difficult to achieve. Therefore the use of simulation tools to support decision making in cloud computing environments to cope with this problem is an increasing trend. However the data required in order to model cloud computing environments with an appropriate degree of accuracy is typically large, very difficult to collect without some form of automation, often not available in a suitable format and a time consuming process if done manually. In this research, an automated method for cloud computing topology definition, data collection and model creation activities is presented, within the context of a suite of tools that have been developed and integrated to support these activities.
机译:由于广泛的数据中心异构性,云计算环境的复杂性和规模不断增加,使得基于度量的评估非常难以实现。因此,使用仿真工具来支持云计算环境中的决策以解决此问题是一种日益增长的趋势。但是,以适当的准确度对云计算环境进行建模所需的数据通常很大,如果没有某种形式的自动化很难收集,通常无法以适当的格式获得,如果手动完成则很耗时。在这项研究中,在一套已开发并集成为支持这些活动的工具的背景下,提出了一种用于云计算拓扑定义,数据收集和模型创建活动的自动化方法。

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