Migration-Based Online CPSCN Big Data Analysis in Data Centers
文献类型：期刊论文
| 作者 | Li, Xin1,2; Wang, Liangyuan1; Lian, Zhen1; Qin, Xiaolin1 |
| 刊名 | IEEE ACCESS
 |
| 出版日期 | 2018 |
| 卷号 | 6页码:19270-19277 |
| 关键词 | Big data analysis CPSCN data center data placement online job scheduling |
| ISSN号 | 2169-3536 |
| DOI | 10.1109/ACCESS.2018.2810255 |
| 英文摘要 | 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. |
| 资助项目 | Fundamental Research Funds for the Central Universities[NS2016097] |
| WOS研究方向 | Computer Science ; Engineering ; Telecommunications |
| 语种 | 英语 |
| WOS记录号 | WOS:000430816800001 |
| 出版者 | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC |
| 源URL | [http://119.78.100.204/handle/2XEOYT63/5329]  |
| 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. |
入库方式： OAI收割
来源：计算技术研究所
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