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
  • [31] A DATA COMPRESSION APPROACH FOR PGD REDUCED-ORDER MODELING
    Neron, David
    Ladeveze, Pierre
    PROCEEDINGS OF THE ASME 11TH BIENNIAL CONFERENCE ON ENGINEERING SYSTEMS DESIGN AND ANALYSIS, 2012, VOL 1, 2012, : 321 - 324
  • [32] Dynamic thermal management of air cooled data centers
    Bash, Cullen E.
    Patel, Chandrakant D.
    Sharma, Ratnesh K.
    2006 PROCEEDINGS 10TH INTERSOCIETY CONFERENCE ON THERMAL AND THERMOMECHANICAL PHENOMENA IN ELECTRONICS SYSTEMS, VOLS 1 AND 2, 2006, : 445 - +
  • [33] DATA DRIVEN MODELING ADVANCEMENTS FOR THERMAL PREDICTIONS IN DATA CENTER APPLICATIONS
    Patel, Dhaval
    Joshi, Yogendra
    PROCEEDINGS OF ASME 2022 INTERNATIONAL TECHNICAL CONFERENCE AND EXHIBITION ON PACKAGING AND INTEGRATION OF ELECTRONIC AND PHOTONIC MICROSYSTEMS, INTERPACK2022, 2022,
  • [34] Efficient nonlinear reduced order modeling for dynamic analysis of flat structures
    Andersson, Linus
    Persson, Peter
    Persson, Kent
    MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2023, 46
  • [35] AN INTEGRAL MANIFOLD APPROACH TO REDUCED ORDER DYNAMIC MODELING OF SYNCHRONOUS MACHINES
    SAUER, PW
    AHMEDZAID, S
    KOKOTOVIC, PV
    IEEE TRANSACTIONS ON POWER SYSTEMS, 1988, 3 (01) : 17 - 23
  • [36] Discrete Element Reduced-Order Modeling of Dynamic Particulate Systems
    Rogers, Amanda
    Ierapetritou, Marianthi G.
    AICHE JOURNAL, 2014, 60 (09) : 3184 - 3194
  • [37] Reduced-Order Modeling Framework Enables Dynamic Process Optimization
    Carpenter, Chris
    JPT, Journal of Petroleum Technology, 2021, 73 (12): : 42 - 43
  • [38] Numerically Based Reduced-Order Thermal Modeling of Traction Motors
    Boscaglia, Luca
    Boglietti, Aldo
    Nategh, Shafigh
    Bonsanto, Fabio
    Scema, Claudio
    IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 2021, 57 (04) : 4118 - 4129
  • [39] Parametric and Reduced-Order Modeling for the Thermal Analysis of Nanoelectronic Structures
    Feng, Lihong
    Meuris, Peter
    Schoenmaker, Wim
    Benner, Peter
    SCIENTIFIC COMPUTING IN ELECTRICAL ENGINEERING (SCEE 2014), 2016, 23 : 155 - 163
  • [40] Reduced-order transient thermal modeling for SOFC heating and cooling
    Damm, David L.
    Fedorov, Andrei G.
    JOURNAL OF POWER SOURCES, 2006, 159 (02) : 956 - 967