Joint power optimization through VM placement and flow scheduling in data centers

Dawei Li, Jie Wu, Zhiyong Liu, Fa Zhang

科研成果: 书/报告/会议事项章节会议稿件同行评审

5 引用 (Scopus)
Plum Print visual indicator of research metrics
  • Citations
    • Citation Indexes: 5
  • Usage
    • Abstract Views: 1
  • Captures
    • Readers: 16
see details

摘要

Two important components that consume the majority of IT power in data centers are the servers and the Data Center Network (DCN). Existing works fail to fully utilize power management techniques on the servers and in the DCN at the same time. In this paper, we jointly consider VM placement on servers with scalable frequencies and flow scheduling in the DCN, to minimize the overall system's power consumption. Due to the convex relation between a server's power consumption and its operating frequency, we prove that, given the number of servers to be used, computation workloads should be allocated to severs in a balanced way, to minimize the power consumption on servers. To reduce the power consumption of the DCN, we further consider the flow requirements among the VMs during VM allocation and assignment. Also, after VM placement, flow consolidation is conducted to reduce the number of active switches and ports. We notice that, choosing the minimum number of servers to accommodate the VMs may result in high power consumption on servers, due to servers' increased operating frequencies. Choosing the optimal number of servers purely based on servers' power consumption leads to reduced power consumption on servers, but may increase power consumption of the DCN. We propose to choose the optimal number of servers to be used, based on the overall system's power consumption. Simulations show that, our joint power optimization method helps to reduce the overall power consumption significantly, and outperforms various existing state-of-the-art methods in terms of reducing the overall system's power consumption.

源语言英语
主期刊名2014 IEEE 33rd International Performance Computing and Communications Conference, IPCCC 2014
出版商Institute of Electrical and Electronics Engineers Inc.
ISBN(电子版)9781479975754
DOI
出版状态已出版 - 20 1月 2015
已对外发布
活动33rd IEEE International Performance Computing and Communications Conference, IPCCC 2014 - Austin, 美国
期限: 5 12月 20147 12月 2014

出版系列

姓名2014 IEEE 33rd International Performance Computing and Communications Conference, IPCCC 2014
2014-January

会议

会议33rd IEEE International Performance Computing and Communications Conference, IPCCC 2014
国家/地区美国
Austin
时期5/12/147/12/14

指纹

探究 'Joint power optimization through VM placement and flow scheduling in data centers' 的科研主题。它们共同构成独一无二的指纹。

引用此

Li, D., Wu, J., Liu, Z., & Zhang, F. (2015). Joint power optimization through VM placement and flow scheduling in data centers. 在 2014 IEEE 33rd International Performance Computing and Communications Conference, IPCCC 2014 文章 7017088 (2014 IEEE 33rd International Performance Computing and Communications Conference, IPCCC 2014; 卷 2014-January). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/PCCC.2014.7017088