Cloudrank-d: benchmarking and ranking cloud computing systems for data processing applications

	Cloudrank-d: benchmarking and ranking cloud computing systems for data processing applications
	Luo, Chunjie; Zhan, Jianfeng; Jia, Zhen; Wang, Lei; Lu, Gang; Zhang, Lixin; Xu, Cheng-Zhong; Sun, Ninghui
刊名	FRONTIERS OF COMPUTER SCIENCE
	2012
英文摘要	With the explosive growth of information, more and more organizations are deploying private cloud systems or renting public cloud systems to process bigdata. However, there is no existing benchmark suite for evaluating cloud performance on the whole system level. To the best of our knowledge, this paper proposes the first benchmark suite CloudRank-D to benchmark and rank cloud computing systems that are shared for running big data applications. We analyze the limitations of previous metrics, e.g., floating point operations, for evaluating a cloud computing system, and propose two simple metrics: dataprocessed per second and data processed per Joule as two complementary metrics for evaluating cloud computing systems. We detail the design ofCloudRank-D that considers representative applications, diversity of data characteristics, and dynamic behaviors of both applications and system software platforms. Through experiments, we demonstrate the advantages of our proposed metrics. In several case studies, we evaluate two small-scale deployments ofcloud computing systems using CloudRank-D.
收录类别	SCI
原文出处	http://link.springer.com/article/10.1007/s11704-012-2118-7
语种	英语
内容类型	期刊论文
源URL	[http://ir.siat.ac.cn:8080/handle/172644/4212]
专题	深圳先进技术研究院_数字所
作者单位	FRONTIERS OF COMPUTER SCIENCE
推荐引用方式 GB/T 7714	Luo, Chunjie,Zhan, Jianfeng,Jia, Zhen,et al. Cloudrank-d: benchmarking and ranking cloud computing systems for data processing applications[J]. FRONTIERS OF COMPUTER SCIENCE,2012.
APA	Luo, Chunjie.,Zhan, Jianfeng.,Jia, Zhen.,Wang, Lei.,Lu, Gang.,...&Sun, Ninghui.(2012).Cloudrank-d: benchmarking and ranking cloud computing systems for data processing applications.FRONTIERS OF COMPUTER SCIENCE.
MLA	Luo, Chunjie,et al."Cloudrank-d: benchmarking and ranking cloud computing systems for data processing applications".FRONTIERS OF COMPUTER SCIENCE (2012).