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作者:

Guo, Qianying (Guo, Qianying.) | Huo, Ru (Huo, Ru.) | Meng, Hao (Meng, Hao.) | Xinhua, E. (Xinhua, E..) | Liu, Jiang (Liu, Jiang.) | Huang, Tao (Huang, Tao.)

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CPCI-S

摘要:

Mobile Edge Computing (MEC) is a supplement to traditional cloud computing. Its characteristics are low latency and high reliability, and it will be widely used in the future. However, their dense deployment pattern raises a big concern on the system-wide energy consumption, Dynamic power management (DPM) method is an important method to solve energy consumption problems, it saves energy by shutting down servers in the EDC that are idle or have low utilization. In this paper, a DPM method based on reinforcement learning was proposed, it achieves the trade-off between EDC service performance and energy consumption by learning the global optimal dynamic timeout threshold power management strategy by trial and error. Experiments have shown that the proposed method saves no less than 6.35% energy consumption compared to the expert-based method.

关键词:

dynamic power management energy-efficiency mobile edge computing reinforcement learning timeout threshold

作者机构:

  • [ 1 ] [Guo, Qianying]Beijing Univ Technol, Beijing Adv Innovat Ctr Future Internet Technol, Beijing, Peoples R China
  • [ 2 ] [Huo, Ru]Beijing Univ Technol, Beijing Adv Innovat Ctr Future Internet Technol, Beijing, Peoples R China
  • [ 3 ] [Meng, Hao]Beijing Univ Technol, Beijing Adv Innovat Ctr Future Internet Technol, Beijing, Peoples R China
  • [ 4 ] [Xinhua, E.]Beijing Univ Technol, Beijing Adv Innovat Ctr Future Internet Technol, Beijing, Peoples R China
  • [ 5 ] [Liu, Jiang]Beijing Univ Posts & Telecommun, State Key Lab Networking & Switching Technol, Beijing, Peoples R China
  • [ 6 ] [Huang, Tao]Beijing Univ Posts & Telecommun, State Key Lab Networking & Switching Technol, Beijing, Peoples R China

通讯作者信息:

  • [Guo, Qianying]Beijing Univ Technol, Beijing Adv Innovat Ctr Future Internet Technol, Beijing, Peoples R China

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来源 :

PROCEEDINGS OF 2018 IEEE 9TH INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING AND SERVICE SCIENCE (ICSESS)

ISSN: 2327-0594

年份: 2018

页码: 865-868

语种: 英文

被引次数:

WoS核心集被引频次: 2

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