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作者:

Ma, Jing-Yu (Ma, Jing-Yu.) | Xia, Li (Xia, Li.) | Li, Quan-Lin (Li, Quan-Lin.) (学者:李泉林)

收录:

EI Scopus SCIE

摘要:

In this paper, we propose a novel dynamic decision method by applying the sensitivity-based optimization theory to find the optimal energy-efficient policy of a data center with two groups of heterogeneous servers. Servers in Group 1 always work at high energy consumption, while servers in Group 2 may either work at high energy consumption or sleep at low energy consumption. An energy-efficient control policy determines the switch between work and sleep states of servers in Group 2 in a dynamic way. Since servers in Group 1 are always working with high priority to jobs, a transfer rule is proposed to migrate the jobs in Group 2 to idle servers in Group 1. To find the optimal energy-efficient policy, we set up a policy-based Poisson equation, and provide explicit expressions for its unique solution of performance potentials by means of the RG-factorization. Based on this, we characterize monotonicity and optimality of the long-run average profit with respect to the policies under different service prices. We prove that the bang-bang control is always optimal for this optimization problem, i.e., we should either keep all servers sleep or turn on the servers such that the number of working servers equals that of waiting jobs in Group 2. As an easy adoption of policy forms, we further study the threshold-type policy and obtain a necessary condition of the optimal threshold policy. We hope the methodology and results derived in this paper can shed light to the study of more general energy-efficient data centers.

关键词:

Data center Energy-efficient policies Markov decision process Queueing Sensitivity-based optimization

作者机构:

  • [ 1 ] [Ma, Jing-Yu]Yanshan Univ, Sch Econ & Management, Qinhuangdao 066004, Hebei, Peoples R China
  • [ 2 ] [Xia, Li]Sun Yat Sen Univ, Business Sch, Guangzhou 510275, Guangdong, Peoples R China
  • [ 3 ] [Li, Quan-Lin]Beijing Univ Technol, Sch Econ & Management, Beijing 100124, Peoples R China

通讯作者信息:

  • [Xia, Li]Sun Yat Sen Univ, Business Sch, Guangzhou 510275, Guangdong, Peoples R China

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来源 :

DISCRETE EVENT DYNAMIC SYSTEMS-THEORY AND APPLICATIONS

ISSN: 0924-6703

年份: 2019

期: 4

卷: 29

页码: 567-606

2 . 0 0 0

JCR@2022

ESI学科: ENGINEERING;

ESI高被引阀值:52

JCR分区:3

被引次数:

WoS核心集被引频次: 4

SCOPUS被引频次: 7

ESI高被引论文在榜: 0 展开所有

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中文被引频次:

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