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Algorithm Research & Explore
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App. Res. of Comp. Printed Article
Vol. 37, 2020 No. 6
1760-1764

Virtual cluster dynamic deployment model for complex applications in large-scale data processing

Wang Jin1,2
Cao Yunpeng1,2
Wang Haifeng1,2
1. School of Information Science & Engineering, Linyi University, Linyi Shandong 276002, China
2. Linda Institute, Shandong Provincial Key Laboratory of Network Based Intelligent Computing, Linyi Shandong 276002, China
DOI: 10.19734/j.issn.1001-3695.2018.11.0869

Abstract

To deal with the low resource utilization of virtual cluster due to the time-varying and complexity of workloads, this paper used the flexible resource management strategy to improve the global resource utilization of virtual cluster and absorb the mutation of resource demand when multiple computing modes were mixed. This paper proposed a novel dynamic deployment model based on Docker. According to the dynamic demand of workloads, this model could change the computing form of virtual cluster in real time. Its computing form included the node type and cluster size. This dynamic deployment model not only realized the dynamic customization of job execution environment, but also achieved the purpose of virtual cluster peak calculation. Simulation experiments show that this model can improve the virtual node CPU utilization by 5.3% and improve the task execution efficiency. This model is suitable for data centers or large-scale clusters to improve the utilization of computing resources.

Foundation Support

山东省自然科学基金面上项目(ZR2017MF050)
山东省高等学校科学技术计划项目(J17KA049)
山东省重点研发项目(2018GGX101005,2017CXGC0701,2016GGX109001)

Publish Information

DOI: 10.19734/j.issn.1001-3695.2018.11.0869
Publish at: Application Research of Computers Printed Article, Vol. 37, 2020 No. 6
Section: Algorithm Research & Explore
Pages: 1760-1764
Serial Number: 1001-3695(2020)06-031-1760-05

Publish History

[2020-06-05] Printed Article

Cite This Article

王瑾, 曹云鹏, 王海峰. 面向大数据复杂应用的虚拟集群动态部署模型 [J]. 计算机应用研究, 2020, 37 (6): 1760-1764. (Wang Jin, Cao Yunpeng, Wang Haifeng. Virtual cluster dynamic deployment model for complex applications in large-scale data processing [J]. Application Research of Computers, 2020, 37 (6): 1760-1764. )

About the Journal

  • Application Research of Computers Monthly Journal
  • Journal ID ISSN 1001-3695
    CN  51-1196/TP

Application Research of Computers, founded in 1984, is an academic journal of computing technology sponsored by Sichuan Institute of Computer Sciences under the Science and Technology Department of Sichuan Province.

Aiming at the urgently needed cutting-edge technology in this discipline, Application Research of Computers reflects the mainstream technology, hot technology and the latest development trend of computer application research at home and abroad in a timely manner. The main contents of the journal include high-level academic papers in this discipline, the latest scientific research results and major application results. The contents of the columns involve new theories of computer discipline, basic computer theory, algorithm theory research, algorithm design and analysis, blockchain technology, system software and software engineering technology, pattern recognition and artificial intelligence, architecture, advanced computing, parallel processing, database technology, computer network and communication technology, information security technology, computer image graphics and its latest hot application technology.

Application Research of Computers has many high-level readers and authors, and its readers are mainly senior and middle-level researchers and engineers engaged in the field of computer science, as well as teachers and students majoring in computer science and related majors in colleges and universities. Over the years, the total citation frequency and Web download rate of Application Research of Computers have been ranked among the top of similar academic journals in this discipline, and the academic papers published are highly popular among the readers for their novelty, academics, foresight, orientation and practicality.

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