A comparative study of CPU power consumption models for cloud simulation frameworks

Antonios T. Makaratzis, C. Filelis-Papadopoulos, K. M. Giannoutakis, G. Gravvanis, D. Tzovaras
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引用次数: 3

Abstract

In this paper a comparative study of CPU power models that have been widely used in cloud simulation environments is conducted. Generic CPU power models for the estimation of the energy consumption of CPU servers have been proposed in cloud simulation frameworks, since estimations of the energy consumption of cloud computing infrastructures can be obtained through simulation experimentation. The main characteristic of these models is that they have low computational complexity and can be applied to a wide range of modern CPU servers. A recently proposed CPU power consumption model, based on a third degree polynomial, is examined and evaluated. A comparative study based on available CPU power measurements of CPU servers, obtained from SPEC benchmark, is conducted. Additionally, experimentation on three CPU servers is performed and power measurements are obtained for various workloads in order evaluate the estimations of the different CPU power models.
云仿真框架的CPU功耗模型比较研究
本文对云仿真环境中广泛使用的CPU功耗模型进行了比较研究。由于云计算基础设施的能耗估计可以通过仿真实验获得,因此在云模拟框架中已经提出了用于估计CPU服务器能耗的通用CPU功耗模型。这些模型的主要特点是它们具有较低的计算复杂度,并且可以应用于各种现代CPU服务器。对最近提出的基于三次多项式的CPU功耗模型进行了检验和评价。基于SPEC基准测试获得的CPU服务器的可用CPU功率测量值进行了比较研究。此外,还在三台CPU服务器上进行了实验,并获得了各种工作负载的功耗测量值,以便评估不同CPU功耗模型的估计。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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