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Optimization of a free cooling system integrated with cold thermal energy storage in data center based on model predictive control

  • Ke Xiang
  • , Zhiyong Tian*
  • , Ling Ma
  • , Xinyu Chen
  • , Yongqiang Luo
  • , Yafeng Gao
  • , Jianhua Fan
  • , Qian Wang
  • *Corresponding author for this work
  • Huazhong University of Science and Technology
  • Chongqing University
  • KTH Royal Institute of Technology

Research output: Contribution to journalJournal articleResearchpeer-review

Abstract

With the rapid development of information technology, energy consumption in data centers has become increasingly prominent. As a core component, cooling systems account for substantial energy use while offering significant energy-saving potential, making them crucial for energy efficiency optimization. To address energy conservation in cooling systems, a free cooling system integrated with cold thermal energy storage is investigated in this study. Using typical meteorological parameters of Wuhan as a case study, a genetic algorithm (GA)-based model predictive control (MPC) strategy is employed to optimize system performance, and its adaptability across different climatic zones in China is evaluated. The results demonstrate that optimizing with power usage effectiveness (PUE) minimization as the objective function reduces the PUE value by 0.018 compared to the baseline system. When applied nationwide, lower PUE values are observed in regions with more abundant free cooling resources. After MPC optimization, the most significant improvements are exhibited in the mild climate zone, where a maximum PUE reduction of 0.0185 is achieved compared to pre-optimized systems.
Original languageEnglish
Article number138389
JournalEnergy
Volume336
Number of pages15
ISSN0360-5442
DOIs
Publication statusPublished - 2025

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 7 - Affordable and Clean Energy
    SDG 7 Affordable and Clean Energy
  2. SDG 13 - Climate Action
    SDG 13 Climate Action

Keywords

  • Data center
  • Energy saving
  • Free cooling
  • System optimization
  • TRNSYS
  • Water storage

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