Migration-Based Online CPSCN Big Data Analysis in Data Centers

doi:10.1109/ACCESS.2018.2810255

	Migration-Based Online CPSCN Big Data Analysis in Data Centers
	Li, Xin 1,2; Wang, Liangyuan 1; Lian, Zhen 1; Qin, Xiaolin 1
	2018
发表期刊	IEEE ACCESS
ISSN	2169-3536
卷号	6 页码:19270-19277
摘要	It is critical to schedule online data-intensive jobs effectively for various applications, including cyber-physical-system and social network system. It is also useful to support timely decision making and better prediction. In this paper, we investigate the online job scheduling problem with data migration for global job execution time reduction. We first establish a time model based on the real experimental results, and propose an online job placement algorithm by taking into account the benefit of both instantaneity and locality for the jobs. We then introduce data migration to the job placement algorithm. The core idea is to make a tradeoff between the migration cost and remote access cost. The simulation results demonstrate that our algorithm has a significant improvement than FIFO, and data migration shows effectiveness on global job execution time reduction. Our algorithms also provide an acceptable fairness for jobs.
关键词	Big data analysis CPSCN data center data placement online job scheduling
DOI	10.1109/ACCESS.2018.2810255
收录类别	SCI
语种	英语
资助项目	Fundamental Research Funds for the Central Universities[NS2016097]
WOS研究方向	Computer Science ; Engineering ; Telecommunications
WOS类目	Computer Science, Information Systems ; Engineering, Electrical & Electronic ; Telecommunications
WOS记录号	WOS:000430816800001
出版者	IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
引用统计	被引频次：4[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/5330
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Li, Xin
作者单位	1.Nanjing Univ Aeronaut & Astronaut, Coll Comp Sci & Technol, Nanjing 211106, Jiangsu, Peoples R China 2.Chinese Acad Sci, Inst Comp Technol, State Key Lab Comp Architecture, Beijing 100190, Peoples R China
推荐引用方式 GB/T 7714	Li, Xin,Wang, Liangyuan,Lian, Zhen,et al. Migration-Based Online CPSCN Big Data Analysis in Data Centers[J]. IEEE ACCESS,2018,6:19270-19277.
APA	Li, Xin,Wang, Liangyuan,Lian, Zhen,&Qin, Xiaolin.(2018).Migration-Based Online CPSCN Big Data Analysis in Data Centers.IEEE ACCESS,6,19270-19277.
MLA	Li, Xin,et al."Migration-Based Online CPSCN Big Data Analysis in Data Centers".IEEE ACCESS 6(2018):19270-19277.