网格还是云?科学计算基础设施调查

Ting Yu, Jing Tian, Shilong Ma, Shengwei Yi, Dan Yu
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引用次数: 5

摘要

近年来,科学计算在给科学带来好处的同时,也给科学家带来了新的挑战。因此,如何认识、组织、使用和保障资源是科学家们头痛的“4个如何”问题,而作为解决方案,科学计算基础设施应有效协调和组织各种能力,为科学家提供按需、安全的计算环境。因此,本文总结了近年来科学计算基础设施的相关研究,在此基础上系统分析了基础设施的主要需求,并提出了能力元模型(Capability Meta model - cmm)作为各类基础设施的基础模型;然后,在CMM的基础上,从资源、知识、质量和安全四个方面对网格和云计算等不同的基础设施进行了比较,总结了当前基础设施面临的问题和挑战。
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Gird or cloud? Survey on scientific computing infrastructure
Recently, scientific computing not only brings benefits for science but also brings new challenges for scientists. Therefore, scientists have to face headache “4 how” problems, which are how to know, organize, use and guarantee resources, and as the solution, scientific computing infrastructure should coordinate and organize kinds of capabilities effectively, so as to provide on-demand and safe computing environment for scientists. So, this paper concludes the related research about scientific computing infrastructure in recent years, and base on that systematically analyze the primary demands of infrastructure, and moreover, we propose Capability Meta Model-CMM as the foundation model for kinds of infrastructure; and then, based on CMM we compare kinds of different infrastructure, including grid and cloud computing, from resources, knowledge, quality and security these four aspects, finally, we summarize the problems and challenges the current infrastructure is facing.
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