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Journal Articles

Physics-Informed Neural Networks for Heat Transfer Problems

Shengze Cai, Zhicheng Wang, Sifan Wang, Paris Perdikaris, George Em Karniadakis

J. Heat Transfer. June 2021, 143(6): 060801.

Paper No: HT-21-1083

DOI: https://doi.org/10.1115/1.4050542

Published Online: April 21, 2021

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Topics: Artificial neural networks, Boundary-value problems, Cylinders, Errors, Flow (Dynamics), Forced convection, Heat transfer, Physics, Temperature, Sensors

Proceedings Papers

A Phase Field Method for Numerical Simulation of Boiling Heat Transfer

Zhicheng Wang, Xiaoning Zheng, George Karniadakis

Proc. ASME. FEDSM2020, Volume 2: Fluid Mechanics; Multiphase Flows, V002T04A032, July 13–15, 2020

Paper No: FEDSM2020-20176

DOI: https://doi.org/10.1115/FEDSM2020-20176

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Topics: Boiling, Computer simulation, Heat transfer, Bubbles, Two-phase flow, Density, Fluids, Reynolds number, Aerospace engineering, Condensation

Proceedings Papers

Heat Transfer Prediction With Unknown Thermal Boundary Conditions Using Physics-Informed Neural Networks

Shengze Cai, Zhicheng Wang, Chryssostomos Chryssostomidis, George Em Karniadakis

Proc. ASME. FEDSM2020, Volume 3: Computational Fluid Dynamics; Micro and Nano Fluid Dynamics, V003T05A054, July 13–15, 2020

Paper No: FEDSM2020-20159

DOI: https://doi.org/10.1115/FEDSM2020-20159

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Topics: Artificial neural networks, Boundary-value problems, Heat transfer, Physics, Temperature, Cylinders, Temperature measurement, Convection, Thermal boundary layers, Errors

Proceedings Papers

Numerical Simulation of Flow and Heat Transfer of a Direct Air-Cooled Condenser Cell in a Power Plant

Juan Wen, Dawei Tang, Zhicheng Wang, Jing Zhang, Yanjun Li, Fangyuan Sun

Proc. ASME. HT2013, Volume 1: Heat Transfer in Energy Systems; Thermophysical Properties; Theory and Fundamental Research in Heat Transfer, V001T03A035, July 14–19, 2013

Paper No: HT2013-17718

DOI: https://doi.org/10.1115/HT2013-17718

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Topics: Axial flow, Computer simulation, Condensers (steam plant), Flow (Dynamics), Heat transfer, Power stations

Proceedings Papers

Analytic Solution of Gaseous Slip Heat Transfer in Micro-Channel

Tiantian Zhang, Li Jia, Zhicheng Wang, Yan Li, Xing Li

Proc. ASME. MICRONANO2008, 2008 Second International Conference on Integration and Commercialization of Micro and Nanosystems, 355-361, June 3–5, 2008

Paper No: MicroNano2008-70033

DOI: https://doi.org/10.1115/MicroNano2008-70033

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Topics: Heat transfer, Heating, Microchannels, Slip flow, Temperature

Journal citation

NARROW

Physics-Informed Neural Networks for Heat Transfer Problems

A Phase Field Method for Numerical Simulation of Boiling Heat Transfer

Heat Transfer Prediction With Unknown Thermal Boundary Conditions Using Physics-Informed Neural Networks

Numerical Simulation of Flow and Heat Transfer of a Direct Air-Cooled Condenser Cell in a Power Plant

Analytic Solution of Gaseous Slip Heat Transfer in Micro-Channel

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Physics-Informed Neural Networks for Heat Transfer Problems

A Phase Field Method for Numerical Simulation of Boiling Heat Transfer

Heat Transfer Prediction With Unknown Thermal Boundary Conditions Using Physics-Informed Neural Networks

Numerical Simulation of Flow and Heat Transfer of a Direct Air-Cooled Condenser Cell in a Power Plant

Analytic Solution of Gaseous Slip Heat Transfer in Micro-Channel

Journals

Conference Proceedings

eBooks

Resources

Opportunities

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