课题基金 / 基金详情

Optimizing Energy Management in Microgrids with Datacenters: An Integrated Approach

Optimizing Energy Management in Microgrids with Datacenters: An Integrated Approach
优化数据中心微电网的能源管理:综合方法
批准号:
1610471
负责人:
Shaolei Ren
金额:
$30.0万
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2016
资助国家:
美国
项目状态:
已结题
起止时间:
2016-07-15 至 2020-06-30

项目摘要

项目成果

Shaolei Ren的其他基金

相似基金

相关文献

中文摘要
翻译
点击翻译按钮获取中文摘要
英文摘要
Microgrids are localized grids that have become an integral component of future smart grids. Meanwhile, datacenters have been expanding enormously to support the exploding digital economy worldwide, emerging as significant energy consumers that are commonly co-located with a diverse set of non-datacenter loads in microgrids. Nonetheless, prior research on datacenter energy management, although encouraging, has traditionally viewed datacenters as isolated stand-alone facilities and rarely considered their physical interconnection with other loads. On the other hand, the rich literature on microgrid energy management has primarily focused on non-datacenter loads (e.g., thermostatically controlled loads), while treating energy-intensive datacenters as miscellaneous loads and ignoring their unique global-routing capabilities. This lack of integration and coordination between datacenter and non-datacenter loads poses a series of challenges to microgrid management, such as high peak demand, waste of on-site renewables, and even potential threats to the stability of main grids. This project seeks to address the challenges and optimize microgrid energy management for minimizing the energy cost and facilitating demand responses to better protect the main grid. Towards this end, this project takes a transformative shift from the current view that treats datacenter and non-datacenter loads separately, to an integrated approach that holistically coordinates both datacenter and non-datacenter loads in microgrids. Specifically, this project investigates two complementary research thrusts. First, when the microgrid operator can directly schedule the loads, this project investigates novel control algorithms to holistically manage both datacenter and non-datacenter loads, while taking into account datacenters spatial-routing and heterogeneous communications capabilities. Second, when the loads are managed by self-interested entities, this project studies market mechanisms to coordinate both datacenter and non-datacenter loads for microgrid-level efficiency.This project advances the existing research on microgrid energy management by transforming datacenters' role in microgrids from miscellaneous loads into a valuable asset with high scheduling flexibilities. It can catalyze a shift in the way that microgrids evolve, bearing great economic, environmental and societal impacts. This project will also incorporate the research into existing courses and provide abundant opportunities to nurture and attract students, especially those from under-represented groups, to engage in research careers.
期刊论文(8)
专著(0)
科研奖励(0)
会议论文
DOI: --
发表时间: 2020-07
期刊: ArXiv
影响因子: --
作者: [Zhihui Shao;Jianyi Yang;Shaolei Ren]
通讯作者: Zhihui Shao;Jianyi Yang;Shaolei Ren
On the Latency Variability of Deep Neural Networks for Mobile Inference
关于移动推理深度神经网络的延迟可变性
DOI: --
发表时间: 2020
期刊: Workshop on Hot Topics in Edge Computing (1-page Poster
影响因子: --
作者: [Yang, Luting, Lu, Bingqian, Ren, Shaolei]
通讯作者: Ren, Shaolei
DOI: 10.24963/ijcai.2020/427
发表时间: 2020-07
期刊:
影响因子: --
作者: [Da Yu;Huishuai Zhang;Wei Chen;Tie-Yan Liu;Jian Yin]
通讯作者: Da Yu;Huishuai Zhang;Wei Chen;Tie-Yan Liu;Jian Yin
DOI: 10.1109/cloud49709.2020.00058
发表时间: 2020-10
期刊: 2020 IEEE 13th International Conference on Cloud Computing (CLOUD)
影响因子: --
作者: [Zhihui Shao;Mohammad A. Islam;Shaolei Ren]
通讯作者: Zhihui Shao;Mohammad A. Islam;Shaolei Ren
7
    Collaborative Research: DESC: Type I: A User-Interactive Approach to Water Management for Sustainable Data Centers: From Water Efficiency to Self-Sufficiency
    • 批准号:
      2324916
    • 项目类别:
      Standard Grant
    • 资助金额:
      $30.0万
    • 财政年份:
      2023
    • 负责人:
      Shaolei Ren
    • 依托单位:
    DESC: Type I: Enabling Carbon-Zero Colocation Data Centers via Agile and Coordinated Resource Management
    • 批准号:
      2324941
    • 项目类别:
      Standard Grant
    • 资助金额:
      $60.0万
    • 财政年份:
      2023
    • 负责人:
      Shaolei Ren
    • 依托单位:
    Collaborative Research: SaTC: CORE: Small: Securing Brain-inspired Hyperdimensional Computing against Design-time and Run-time Attacks for Edge Devices
    • 批准号:
      2326598
    • 项目类别:
      Continuing Grant
    • 资助金额:
      $30.0万
    • 财政年份:
      2023
    • 负责人:
      Shaolei Ren
    • 依托单位:
    Collaborative Research: CNS Core: Small: Towards Automated and QoE-driven Machine Learning Model Selection for Edge Inference
    • 批准号:
      2007115
    • 项目类别:
      Standard Grant
    • 资助金额:
      $24.99万
    • 财政年份:
      2020
    • 负责人:
      Shaolei Ren
    • 依托单位:
    国内基金
    海外基金
    度量测度空间上基于狄氏型和p-energy型的热核理论研究
    • 批准号:
      QN25A010015
    • 项目类别:
      省市级项目
    • 资助金额:
      --
    • 批准年份:
      2025
    • 负责人:
      高晋
    • 依托单位: