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Cooling as You Wish: Component-Level Cooling for Heterogeneous Edge Datacenters

  • Fangming Liu
  • , Qiangyu Pei*
  • , Shutong Chen
  • , Yongjie Yuan
  • , Qixia Zhang
  • , Xinhui Zhu
  • , Ziyang Jia
  • , Fei Xu
  • , Dong Zhang
  • , Bingheng Yan
  • *此作品的通讯作者

科研成果: 期刊稿件文章同行评审

摘要

As computing shifts toward the edge, edge datacenters are becoming essential for supporting diverse realtime applications. Unlike traditional cloud datacenters, edge datacenters face unique cooling challenges due to their requirements for proximity to end users, high density, and hardware heterogeneity.While warm water cooling is a promising technique for this infrastructure, current one-size-fits-all cooling strategies significantly compromise efficiency due to severe inter- and intracomponent hotspots. In this work, we present CoolEdge+, a costeffective component-level water cooling system for enhancing the cooling efficiency of edge datacenters. Specifically, CoolEdge+ dynamically adjusts the inlet water temperature for each component through a carefully designed water circulation architecture to mitigate inter-component hotspots. To address intra-component hotspots, it employs vapor chamber-based cold plates that rapidly dissipate heat without manual intervention or additional energy consumption. We further design a fine-grained cooling control framework that leverages a well-managed power capping approach to decide on customized inlet water temperatures and hardware power limits. Based on a hardware prototype and a real-world trace from Alibaba PAI, evaluation results show that CoolEdge+ reduces cooling energy consumption by up to 27.19% compared to existing coarse-grained systems, while maintaining performance guarantees. Compared to the state-ofthe- art CoolEdge, CoolEdge+ saves 35.24% more cooling costs with comparable energy consumption and no latency violations.

源语言英语
页(从-至)1518-1532
页数15
期刊IEEE Transactions on Computers
75
4
DOI
出版状态已出版 - 2026

联合国可持续发展目标

此成果有助于实现下列可持续发展目标:

  1. 可持续发展目标 7 - 经济适用的清洁能源
    可持续发展目标 7 经济适用的清洁能源

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