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Numerical Heat Transfer, Part A: Applications
An International Journal of Computation and Methodology
Volume 66, 2014 - Issue 1
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Original Articles

Rapid Temperature Predictions in Data Centers using Multi-Parameter Proper Orthogonal Decomposition

Rajat Ghosh The George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, Georgia, USA
&
Yogendra Joshi The George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, Georgia, USACorrespondence[email protected]
Pages 41-63 | Received 10 Sep 2013, Accepted 07 Nov 2013, Published online: 03 Apr 2014

Citations (17)

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Yazhou Wang, Guoliang Qin, Kumar K. Tamma, Dean Maxam & David Tae. (2021) Numerical investigations on model order reduction to SEM based on POD-DEIM to linear/nonlinear heat transfer problems. Numerical Heat Transfer, Part B: Fundamentals 80:3-4, pages 39-52.
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Alexandra Tallet, Cyrille Allery & Cédric Leblond. (2016) Optimal flow control using a POD-based reduced-order model. Numerical Heat Transfer, Part B: Fundamentals 70:1, pages 1-24.
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Articles from other publishers (15)

Beichao Hu, Zeda Yin, Abderrachid Hamrani, Arturo Leon & Dwayne McDaniel. (2024) Super-resolution-assisted rapid high-fidelity CFD modeling of data centers. Building and Environment 247, pages 111036.
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Yahui Du, Zhihua Zhou, Xiaochen Yang, Xueqing Yang, Cheng Wang, Junwei Liu & Jianjuan Yuan. (2023) Dynamic thermal environment management technologies for data center: A review. Renewable and Sustainable Energy Reviews 187, pages 113761.
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Xin Wang, Yuhong Liu, Zhiyin Cao, Dekang Li, Jinchi Zhao & Wenbing Weng. (2023) Optimization of Supply Air Parameters Control Based on Gappy POD Method for Creating Non-Uniform Temperature Fields. Buildings 13:7, pages 1690.
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Shu-Qi Jin, Nan Li, Fan Bai, Yu-Jie Chen, Xiang-You Feng, Hao-Wei Li, Xiao-Ming Gong & Wen-Quan Tao. (2023) Data-driven model reduction for fast temperature prediction in a multi-variable data center. International Communications in Heat and Mass Transfer 142, pages 106645.
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Jianpeng Lin, Weiwei Lin, Wenjun Lin, Jiangtao Wang & Hongliang Jiang. (2022) Thermal prediction for Air-cooled data center using data Driven-based model. Applied Thermal Engineering 217, pages 119207.
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Yanjun Dai, Jie Zhao, Jiwei Shi, Wei Wang & Wenquan Tao. (2021) A Multi-Scale Thermal Analysis Method for Data Centers with Application in a Ship Data Center. Journal of Thermal Science 30:6, pages 1973-1985.
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Ahmad F. Zueter, Minghan Xu, Mahmoud A. Alzoubi & Agus P. Sasmito. (2021) Development of conjugate reduced-order models for selective artificial ground freezing: Thermal and computational analysis. Applied Thermal Engineering 190, pages 116782.
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Jayati Athavale, Minami Yoda & Yogendra Joshi. (2019) Comparison of data driven modeling approaches for temperature prediction in data centers. International Journal of Heat and Mass Transfer 135, pages 1039-1052.
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Marcel Antal, Tudor Cioara, Ionut Anghel, Radoslaw Gorzenski, Radoslaw Januszewski, Ariel Oleksiak, Wojciech Piatek, Claudia Pop, Ioan Salomie & Wojciech Szeliga. (2019) Reuse of Data Center Waste Heat in Nearby Neighborhoods: A Neural Networks-Based Prediction Model. Energies 12:5, pages 814.
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Jayati Athavale, Yogendra Joshi & Minami Yoda. (2018) Artificial Neural Network Based Prediction of Temperature and Flow Profile in Data Centers. Artificial Neural Network Based Prediction of Temperature and Flow Profile in Data Centers.
Yan Bai, Lijun Gu & Xiao Qi. (2018) Comparative Study of Energy Performance between Chip and Inlet Temperature-Aware Workload Allocation in Air-Cooled Data Center. Energies 11:3, pages 669.
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Jayati Athavale, Minami Yoda & Yogendra Joshi. 2018. 123 186 .
Yan Bai & Lijun Gu. (2017) Chip Temperature-Based Workload Allocation for Holistic Power Minimization in Air-Cooled Data Center. Energies 10:12, pages 2123.
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Wojciech Piątek, Ariel Oleksiak & Georges Da Costa. (2015) Energy and thermal models for simulation of workload and resource management in computing systems. Simulation Modelling Practice and Theory 58, pages 40-54.
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Yogendra Joshi, Banafsheh Barabadi, Rajat Ghosh, Zhimin Wan, He Xiao, Sudhakar Yalamanchili & Satish Kumar. (2015) Thermal simulations in support of multi-scale co-design of energy efficient information technology systems. International Journal of Numerical Methods for Heat & Fluid Flow 25:6, pages 1385-1403.
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