课题基金 / 基金详情

DESC: Type I: Enabling Carbon-Zero Colocation Data Centers via Agile and Coordinated Resource Management

DESC: Type I: Enabling Carbon-Zero Colocation Data Centers via Agile and Coordinated Resource Management
DESC:类型 I:通过敏捷和协调的资源管理实现零碳托管数据中心
批准号:
2324941
负责人:
Shaolei Ren
金额:
$60.0万
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2023
资助国家:
美国
项目状态:
未结题
起止时间:
2023-10-01 至 2026-09-30

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
Multi-tenant colocation data centers (a.k.a. colocation) are critical infrastructures to support the booming artificial intelligence industry and digital economy. Rapid expansion in both number and scale of data centers results in formidable energy demand. While both colocation operators and tenants are eager to achieve carbon sustainability and ultimately "carbon-zero", turning this vision into reality faces significant challenges. Given tenants' siloed server management in a colocation, this project aims to answer, how can the combined energy demands be reimagined to make use of the intermittent renewable energy supply to reduce the carbon footprint? How can centers dynamically provision tenants' servers for operational carbon efficiency while addressing the negative impact on servers' lifespan to avoid increases in embodied carbon footprint? And, how can tenants' server power consumption be modulated in an agile manner to track intermittent renewables at a fine granularity? To address these challenging questions, this project proposes to develop (1) a computationally-efficient mechanism to coordinate the allocation of intermittent green energy to different tenants; (2) a learning-based algorithm to dynamically provision tenants' servers to minimize the operational carbon footprint while keeping the embodied carbon footprint low; and (3) an agile server power modulation framework that combines hardware power knobs (DVFS, Sleep states) with software power knobs (multi-power binaries) to enable faster and greater power adaptation to track green energy availability. This project has broader impacts on the industry and the scientific community. To keep the momentum for an environmentally sustainable and healthy data center industry, this project extends the exploration of optimizing owner-operated data centers to a critical and under-explored segment of data centers --- multi-tenant colocation data centers where tenants' server management is siloed. It can catalyze a shift in the management of future data centers and ultimately transforms the way that the artificial intelligence industry and digital economy evolve. This project also includes a significant educational component and provides abundant opportunities to nurture and attract students from under-represented groups to engage in computer science. The research results will be transitioned into the existing curriculum. Further, leveraging the large population of minority students in the PI's institution, this project will bear a profound impact on the education and careers of minority students.This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.
期刊论文(0)
专著(0)
科研奖励(0)
会议论文
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:
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:
CNS: Small: Towards Intelligent, Coordinated and Scalable Management of Server Sprinting in Edge Data Centers
  • 批准号:
    1910208
  • 项目类别:
    Standard Grant
  • 资助金额:
    $38.02万
  • 财政年份:
    2019
  • 负责人:
    Shaolei Ren
  • 依托单位:
国内基金
海外基金
铋基邻近双金属位点Type B异质结光热催化合成氨机制研究
  • 批准号:
  • 项目类别:
    省市级项目
  • 资助金额:
    30.0万元
  • 批准年份:
    2024
  • 负责人:
    黎景卫
  • 依托单位:
智能型Type-I光敏分子构效设计及其抗耐药性感染研究
  • 批准号:
    22207024
  • 项目类别:
    青年科学基金项目(C类)
  • 资助金额:
    20.0万元
  • 批准年份:
    2022
  • 负责人:
    赵琦
  • 依托单位:
TypeⅠR-M系统在碳青霉烯耐药肺炎克雷伯菌流行中的作用机制研究
  • 批准号:
    --
  • 项目类别:
    面上项目
  • 资助金额:
    55万元
  • 批准年份:
    2021
  • 负责人:
    蒋晓飞
  • 依托单位:
替加环素耐药基因 tet(A) type 1 变异体在碳青霉烯耐药肺炎克雷伯菌中的流行、进化和传播
  • 批准号:
    LY22H200001
  • 项目类别:
    省市级项目
  • 资助金额:
    --
  • 批准年份:
    2021
  • 负责人:
    蔡加昌
  • 依托单位: