DYNAMIC REDUCED ORDER THERMAL MODELING OF DATA CENTER AIR TEMPERATURES

被引:0
|
作者
Ghosh, Rajat [1 ]
Joshi, Yogendra [1 ]
机构
[1] Georgia Inst Technol, George W Woodruff Sch Mech Engn, Atlanta, GA 30332 USA
关键词
Transient data center; Proper Orthogonal Decomposition; Reduced order model;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
We developed a Proper Orthogonal Decomposition (POD) based dynamic reduced order model that can predict transient temperature field in an air-cooled data center. A typical data center is modeled as a turbulent convective thermal system with multiple length scales. A representative case study is presented to validate the developed methodology. The model is observed to be capable of predicting the transient air temperature field accurately and rapidly. Comparing with the computational fluid mechanics/heat transfer (CFD/HT) based model, it is revealed that our model is 100x faster without compromising solution accuracy. The developed modeling framework is potentially useful for designing a control system that can regulate flow parameters in a transient data center.
引用
收藏
页码:423 / 432
页数:10
相关论文
共 50 条
  • [41] Guidelines for Reduced-Order Thermal Modeling of Multifinger GaN HEMTs
    Pearson, Robert
    Chatterjee, Bikramjit
    Kim, Samuel
    Graham, Samuel
    Rattner, Alexander
    Choi, Sukwon
    JOURNAL OF ELECTRONIC PACKAGING, 2020, 142 (02)
  • [42] Thermal parameters estimation of air conditioners based on reduced order equivalent thermal parameters model
    Bao, Yu-Qing
    Yao, Zi-Li
    Wu, Xue-Hua
    INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2023, 151
  • [43] Dynamic Thermal Modeling of PEMFC based on Fractional Order Theory
    Qi Zhidong
    Xu Shengyuan
    Shan Liang
    Bian Huijuan
    2015 27TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2015, : 4069 - 4072
  • [44] Multi-scale modeling and fast inference for thermal environment analysis of air-cooled data center
    Cui, De 'en
    Zhou, Chaohui
    Luo, Yongqiang
    Lei, Qi
    Tian, Zhiyong
    Zhang, Shicong
    Fan, Jianhua
    Zhang, Ling
    JOURNAL OF BUILDING ENGINEERING, 2023, 78
  • [45] Consideration for Running Data Center at High Temperatures and Using Free Air Cooling
    He, Yongzhan
    Chen, Guofeng
    Zhang, Jiajun
    Zhou, Tianyu
    Liu, Tao
    Zhu, Pinyan
    Liu, Chao
    Ahuja, Nishi
    INTERNATIONAL TECHNICAL CONFERENCE AND EXHIBITION ON PACKAGING AND INTEGRATION OF ELECTRONIC AND PHOTONIC MICROSYSTEMS, 2015, VOL 1, 2015,
  • [46] Dynamic thermal environment management technologies for data center: A review
    Du, Yahui
    Zhou, Zhihua
    Yang, Xiaochen
    Yang, Xueqing
    Wang, Cheng
    Liu, Junwei
    Yuan, Jianjuan
    RENEWABLE & SUSTAINABLE ENERGY REVIEWS, 2023, 187
  • [47] Potential Flow Modeling for Fast Data Center Thermal Simulation
    Tian, Wei
    VanGilder, James
    Condor, Michael
    PROCEEDINGS OF THE TWENTIETH INTERSOCIETY CONFERENCE ON THERMAL AND THERMOMECHANICAL PHENOMENA IN ELECTRONIC SYSTEMS (ITHERM 2021), 2021, : 341 - 349
  • [48] DATA-DRIVEN FILTERED REDUCED ORDER MODELING OF FLUID FLOWS
    Xie, X.
    Mohebujjaman, M.
    Rebholz, L. G.
    Iliescu, T.
    SIAM JOURNAL ON SCIENTIFIC COMPUTING, 2018, 40 (03): : B834 - B857
  • [49] On Reduced Order Modeling of Flexible Structures from Frequency Response Data
    Demir, Okan
    Ozbay, Hitay
    2014 EUROPEAN CONTROL CONFERENCE (ECC), 2014, : 1133 - 1138
  • [50] Detailed and Reduced Order Modeling of Steady State Counterflow Mechanical Draft Cooling Towers for Analysis of Data Center Energy Efficiency
    Abbasi, Kayvan
    Wemhoff, Aaron P.
    Ortega, Alfonso
    2014 IEEE INTERSOCIETY CONFERENCE ON THERMAL AND THERMOMECHANICAL PHENOMENA IN ELECTRONIC SYSTEMS (ITHERM), 2014, : 1100 - 1110