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Minimizing communication traffic in data centers with power-aware VM placement

  • Bolei Zhang
  • , Zhuzhong Qian
  • , Wei Huang
  • , Xin Li
  • , Sanglu Lu
  • Nanjing University
  • Nanjing Institute of Technology

科研成果: 书/报告/会议事项章节会议稿件同行评审

30 引用 (Scopus)

摘要

Virtualization is one of the most promising ways to enhance the scalability of data centers. Individual physical machines(PMs) can be carved into multiple virtual machines(VMs) for consolidation. In fact, most data centers are still using static greedy allocation of resources to VMs, regardless of the resource characteristics of both VMs and PMs. In this paper, we address that by optimizing the placement of VMs, we can save the cost of resource usage and improve the performance of applications at the same time. The objective is to minimize the total traffic in a data center. We should consolidate VMs with high inter traffic on the same PM, because VMs on the same PM can communicate using only memory copy. We also need to reduce the number of active PMs to save the power cost. This paper first formulates the VM placement as an optimization problem. Then, we propose a heuristic algorithm based on clustering to deploy VMs on PMs. A greedy algorithm is used for the online scenario. In the end, we experiment on data sets collected from a data center. Results show that our algorithm can efficiently reduce the overall traffic and power cost in the data center.

源语言英语
主期刊名Proceedings - 6th International Conference on Innovative Mobile and Internet Services in Ubiquitous Computing, IMIS 2012
280-285
页数6
DOI
出版状态已出版 - 2012
已对外发布
活动6th International Conference on Innovative Mobile and Internet Services in Ubiquitous Computing, IMIS 2012 - Palermo, 意大利
期限: 4 7月 20126 7月 2012

丛书

姓名Proceedings - 6th International Conference on Innovative Mobile and Internet Services in Ubiquitous Computing, IMIS 2012

会议

会议6th International Conference on Innovative Mobile and Internet Services in Ubiquitous Computing, IMIS 2012
国家/地区意大利
Palermo
时期4/07/126/07/12

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