面向服务的协同仿真:使用热、功率和计算仿真的整体数据中心建模

S. J. Clement, D. McKee, Jie Xu
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引用次数: 4

摘要

数据中心的整体建模(包括热力学和计算过程)有可能彻底改变数据中心的设计和管理方式。这样的模型本质上是多学科的,将计算机科学家研究的计算元素结合在一起;机械工程师研究的热力学;以及电气工程领域的其他方面。本文建议使用仿真互联网来允许工程师构建单个复杂元素的模型并将其部署为仿真服务。然后可以将这些服务集成为仿真系统工作流。提出了一个概念验证服务器仿真,结合了使用仿真即服务(SIMaaS)范式公开的cpu、散热器和风扇的仿真。然后将服务器的集成工作流公开为服务(WFaaS),以促进整个虚拟数据中心的构建。与其他数据中心模拟不同,这种方法不需要对所模拟的硬件进行直接表征。初步结果显示了模拟技术的有效性和在各种模拟云工作负载下的代表性行为。这种快速原型方法的好处和未来应用扩展到数据中心设计和数据中心效率研究。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Service-Oriented Co-Simulation: Holistic Data Center Modelling Using Thermal, Power and Computational Simulations
Holistic modelling of a data center to include both thermodynamics and computational processes has the potential to revolutionize how data centers are designed and managed. Such a model is inherently multi-disciplinary, bringing together the computational elements studied by computer scientists; thermodynamics studied by mechanical engineers; and other aspects in the domain of electrical engineering. This paper proposes the use of the Internet of Simulation to allow engineers to build models of individual complex elements and deploy them as simulation services. These services can then be integrated as simulation system workflows. A proof of concept server simulation is presented, incorporating simulations of CPUs, heat sinks, and fans exposed using the Simulation as a Service (SIMaaS) paradigm. The integrated workflow of the server is then exposed as a service (WFaaS) to facilitate the building of an entire virtual data center. Unlike other data center simulations, this approach requires no direct characterisation of the hardware being simulated. Preliminary results are presented showing the effectiveness of the simulation technique and representative behaviour under various simulated cloud workloads. The benefits and future applications of this rapid prototyping approach extend to data center design and data center efficiency research.
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