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Journal Articles

A Transformative Approach for Breast Cancer Detection Using Physics-Informed Neural Network and Surface Temperature Data

Isaac Perez-Raya, Carlos Gutierrez, Satish Kandlikar

Publisher: ASME

J. Heat Mass Transfer. October 2024, 146(10): 101201.

Paper No: HT-23-1456

https://doi.org/10.1115/1.4065673

Published Online: June 17, 2024

View Article titled, A Transformative Approach for Breast Cancer Detection Using Physics-Informed Neural Network and Surface Temperature Data

Topics: Artificial neural networks, Cancer, Heat transfer, Modeling, Physics, Temperature, Tumors, Heat, Machine learning, Errors

Journal Articles

Modeling of Average Nusselt Number by Machine Learning and Interpolation Techniques

Bengisen Pekmen Geridonmez

Publisher: ASME

J. Heat Mass Transfer. April 2024, 146(4): 042601.

Paper No: HT-23-1420

https://doi.org/10.1115/1.4064562

Published Online: February 7, 2024

View Article titled, Modeling of Average Nusselt Number by Machine Learning and Interpolation Techniques

Topics: Artificial neural networks, Interpolation, Modeling, Magnetic fields, Curve fitting

Journal Articles

A Deep Study on a Particle-Water Coupled Fast Induction Heating System

Junfeng Lu, Hao Zhang

Publisher: ASME

J. Heat Mass Transfer. August 2023, 145(8): 082901.

Paper No: HT-22-1752

https://doi.org/10.1115/1.4062307

Published Online: May 4, 2023

View Article titled, A Deep Study on a Particle-Water Coupled Fast Induction Heating System

Topics: Electromagnetic induction, Heating, Particulate matter, Temperature, Water, Magnetic fields, Artificial neural networks, Boiling

Journal Articles

Artificial Neural Network Modeling for Predicting the Transient Thermal Distribution in a Stretching/Shrinking Longitudinal Fin

R. S. Varun Kumar, I. E. Sarris, G. Sowmya, B. C. Prasannakumara, Amit Verma

Publisher: ASME

J. Heat Mass Transfer. August 2023, 145(8): 083301.

Paper No: HT-22-1751

https://doi.org/10.1115/1.4062215

Published Online: April 11, 2023

View Article titled, Artificial Neural Network Modeling for Predicting the Transient Thermal Distribution in a Stretching/Shrinking Longitudinal Fin

Topics: Artificial neural networks, Shrinkage (Materials), Transients (Dynamics), Errors, Heat

Journal Articles

Accelerated Prediction of Photon Transport in Nanoparticle Media Using Machine Learning Trained With Monte Carlo Simulations

Daniel Carne, Joseph Peoples, Dudong Feng, Xiulin Ruan

Publisher: ASME

J. Heat Mass Transfer. May 2023, 145(5): 052502.

Paper No: HT-22-1557

https://doi.org/10.1115/1.4062188

Published Online: April 11, 2023

View Article titled, Accelerated Prediction of Photon Transport in Nanoparticle Media Using Machine Learning Trained With Monte Carlo Simulations

Topics: Absorption, Artificial neural networks, Machine learning, Nanoparticles, Photons, Reflectance, Simulation, Spectral sensitivity, Errors, Scattering (Physics)

Journal Articles

Dimensional Analysis in Error Reduction for Prediction of Nucleate Boiling Heat Flux by Artificial Neural Networks for Limited Dataset

Sandipan Banerjee, Mark Sussman, Yongsheng Lian

Publisher: ASME

J. Heat Mass Transfer. June 2023, 145(6): 061602.

Paper No: HT-22-1383

https://doi.org/10.1115/1.4056539

Published Online: February 6, 2023

View Article titled, Dimensional Analysis in Error Reduction for Prediction of Nucleate Boiling Heat Flux by Artificial Neural Networks for Limited Dataset

Topics: Artificial neural networks, Dimensional analysis, Gravity (Force), Heat flux, Nucleate boiling, Machine learning, Errors, Boiling, Subcooling

Includes: Supplementary data

Journal Articles

Geodesic Convolutional Neural Network Characterization of Macro-Porous Latent Thermal Energy Storage

Nithin Mallya, Pierre Baqué, Pierre Yvernay, Andrea Pozzetti, Pascal Fua, Sophia Haussener

Publisher: ASME

J. Heat Mass Transfer. May 2023, 145(5): 052902.

Paper No: HT-22-1554

https://doi.org/10.1115/1.4056663

Published Online: February 3, 2023

View Article titled, Geodesic Convolutional Neural Network Characterization of Macro-Porous Latent Thermal Energy Storage

Topics: Artificial neural networks, Latent heat, Storage, Simulation, Scalars, Heat transfer, Computational fluid dynamics, Thermal energy storage, High temperature

Journal Articles

Thermal Modeling of Patient-Specific Breast Cancer With Physics-Based Artificial Intelligence

I. Perez-Raya, S. G. Kandlikar

Publisher: ASME

J. Heat Mass Transfer. March 2023, 145(3): 031201.

Paper No: HT-22-1433

https://doi.org/10.1115/1.4055347

Published Online: December 9, 2022

View Article titled, Thermal Modeling of Patient-Specific Breast Cancer With Physics-Based Artificial Intelligence

Topics: Artificial neural networks, Cancer, Computational fluid dynamics, Modeling, Physics, Temperature, Thermal conductivity, Tumors, Biological tissues, Simulation

Journal Articles

An Expert Model Based on Physics-Aware Neural Network for the Prediction of Thermal Conductivity of Nanofluids

Bivas Bhaumik, Satyasaran Changdar, Soumen De

Publisher: ASME

J. Heat Mass Transfer. October 2022, 144(10): 103501.

Paper No: HT-21-1791

https://doi.org/10.1115/1.4055116

Published Online: August 18, 2022

View Article titled, An Expert Model Based on Physics-Aware Neural Network for the Prediction of Thermal Conductivity of Nanofluids

Topics: Artificial neural networks, Nanofluids, Physics, Thermal conductivity, Temperature, Nanoparticles, Algorithms, Fluids, Machine learning

Journal Articles

Turbulent Heat Transfer Characteristics of Supercritical Carbon Dioxide for a Vertically Upward Flow in a Pipe Using Computational Fluid Dynamics and Artificial Neural Network

Rajendra Prasad K S, Krishna V, Sachin Bharadwaj M, Babu Rao Ponangi

Publisher: ASME

J. Heat Mass Transfer. January 2022, 144(1): 011802.

Paper No: HT-21-1358

https://doi.org/10.1115/1.4052687

Published Online: November 22, 2021

View Article titled, Turbulent Heat Transfer Characteristics of Supercritical Carbon Dioxide for a Vertically Upward Flow in a Pipe Using Computational Fluid Dynamics and Artificial Neural Network

Topics: Artificial neural networks, Computational fluid dynamics, Flow (Dynamics), Pipes, Pressure, Turbulence, Heat transfer coefficients, Heat flux, Modeling, Supercritical carbon dioxide

Includes: Supplementary data

Journal Articles

Status, Challenges, and Potential for Machine Learning in Understanding and Applying Heat Transfer Phenomena

Matthew T. Hughes, Girish Kini, Srinivas Garimella

Publisher: ASME

J. Heat Mass Transfer. December 2021, 143(12): 120802.

Paper No: HT-21-1518

https://doi.org/10.1115/1.4052510

Published Online: October 18, 2021

View Article titled, Status, Challenges, and Potential for Machine Learning in Understanding and Applying Heat Transfer Phenomena

Topics: Artificial neural networks, Heat transfer, Machine learning, Modeling, Flow (Dynamics), Algorithms, Physics

Journal Articles

Two-Dimensional Flow Boiling Characteristics With Wettability Surface in Microgap Heat Sink and Heat Transfer Prediction Using Artificial Neural Network

Anwarul Karim, Yoon Jo Kim, Jong-Hoon Kim

Publisher: ASME

J. Heat Mass Transfer. September 2021, 143(9): 091601.

Paper No: HT-20-1752

https://doi.org/10.1115/1.4051602

Published Online: July 21, 2021

View Article titled, Two-Dimensional Flow Boiling Characteristics With Wettability Surface in Microgap Heat Sink and Heat Transfer Prediction Using Artificial Neural Network

Topics: Artificial neural networks, Boiling, Flow (Dynamics), Heat sinks, Heat transfer, Heat transfer coefficients, Pressure, Temperature, Heat

Journal Articles

Comparative Study on the Numerical Methods for View Factor Computation for Packed Pebble Beds: Back Propagation Neural Network Methods Versus Monte Carlo Methods

Quan Zou, Nan Gui, Xingtuan Yang, Jiyuan Tu, Shengyao Jiang

Publisher: ASME

J. Heat Mass Transfer. August 2021, 143(8): 083301.

Paper No: HT-20-1523

https://doi.org/10.1115/1.4051075

Published Online: June 2, 2021

View Article titled, Comparative Study on the Numerical Methods for View Factor Computation for Packed Pebble Beds: Back Propagation Neural Network Methods Versus Monte Carlo Methods

Topics: Artificial neural networks, Errors, Radiative heat transfer, Temperature

Includes: Supplementary data

Journal Articles

Physics-Informed Neural Networks for Heat Transfer Problems

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

Publisher: ASME

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

Paper No: HT-21-1083

https://doi.org/10.1115/1.4050542

Published Online: April 21, 2021

View Article titled, Physics-Informed Neural Networks for Heat Transfer Problems

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

Journal Articles

Artificial Neural Networks in Radiation Heat Transfer Analysis

Mehran Yarahmadi, J. Robert Mahan, Kevin McFall

Publisher: ASME

J. Heat Mass Transfer. September 2020, 142(9): 092801.

Paper No: HT-20-1056

https://doi.org/10.1115/1.4047052

Published Online: July 7, 2020

View Article titled, Artificial Neural Networks in Radiation Heat Transfer Analysis

Topics: Artificial neural networks, Radiation (Physics), Emissivity, Heat transfer

Journal Articles

Thermal Resistance Modeling of Oscillating Heat Pipes for Nanofluids by Artificial Intelligence Approach

M. Malekan, A. Khosravi, H. R. Goshayeshi, M. E. H. Assad, J. J. Garcia Pabon

Publisher: ASME

J. Heat Mass Transfer. July 2019, 141(7): 072402.

Paper No: HT-18-1498

https://doi.org/10.1115/1.4043569

Published Online: May 14, 2019

View Article titled, Thermal Resistance Modeling of Oscillating Heat Pipes for Nanofluids by Artificial Intelligence Approach

Topics: Artificial intelligence, Artificial neural networks, Feedforward control, Fluids, Heat, Heat pipes, Nanofluids, Thermal resistance, Water, Thermal conductivity

Journal Articles

Numerical Study and Optimization of Corrugation Height and Angle of Attack of Vortex Generator in the Wavy Fin-and-Tube Heat Exchanger

Wei Li, Tariq Amin Khan, Weiyu Tang, W. J. Minkowycz

Publisher: ASME

J. Heat Mass Transfer. November 2018, 140(11): 111801.

Paper No: HT-17-1596

https://doi.org/10.1115/1.4040609

Published Online: July 23, 2018

View Article titled, Numerical Study and Optimization of Corrugation Height and Angle of Attack of Vortex Generator in the Wavy Fin-and-Tube Heat Exchanger

Topics: Artificial neural networks, Fins, Flow (Dynamics), Friction, Generators, Heat exchangers, Heat transfer, Optimization, Temperature, Vortices

Journal Articles

Modeling of Finned-Tube Evaporator Using Neural Network and Response Surface Methodology

Ze-Yu Li, Liang-Liang Shao, Chun-Lu Zhang

Publisher: ASME

J. Heat Mass Transfer. May 2016, 138(5): 051502.

Paper No: HT-15-1090

https://doi.org/10.1115/1.4032358

Published Online: January 27, 2016

View Article titled, Modeling of Finned-Tube Evaporator Using Neural Network and Response Surface Methodology

Topics: Design, Modeling, Response surface methodology, Artificial neural networks, Fittings, Pressure drop

Journal Articles

Modeling of Thermal Cracking Furnaces Via Exergy Analysis Using Hybrid Artificial Neural Network–Genetic Algorithm

M. Alizadeh, S. M. Sadrameli

Publisher: ASME

J. Heat Mass Transfer. April 2016, 138(4): 042801.

Paper No: HT-14-1819

https://doi.org/10.1115/1.4032171

Published Online: January 20, 2016

View Article titled, Modeling of Thermal Cracking Furnaces Via Exergy Analysis Using Hybrid Artificial Neural Network–Genetic Algorithm

Topics: Artificial neural networks, Cracking (Materials), Exergy, Exergy analysis, Furnaces, Temperature, Modeling, Fracture (Process), Steam

Journal Articles

Conjugate Heat Transfer in Latent Heat Thermal Storage System With Cross Plate Fins

Rajesh Alayil, C. Balaji

Publisher: ASME

J. Heat Mass Transfer. October 2015, 137(10): 102302.

Paper No: HT-14-1347

https://doi.org/10.1115/1.4030496

Published Online: October 1, 2015

View Article titled, Conjugate Heat Transfer in Latent Heat Thermal Storage System With Cross Plate Fins

Topics: Fins, Heat sinks, Heat transfer, Latent heat, Temperature, Composite materials, Artificial neural networks, Computer simulation, Thermal energy storage

Journal citation

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Supplemental Material

A Transformative Approach for Breast Cancer Detection Using Physics-Informed Neural Network and Surface Temperature Data

Modeling of Average Nusselt Number by Machine Learning and Interpolation Techniques

A Deep Study on a Particle-Water Coupled Fast Induction Heating System

Artificial Neural Network Modeling for Predicting the Transient Thermal Distribution in a Stretching/Shrinking Longitudinal Fin

Accelerated Prediction of Photon Transport in Nanoparticle Media Using Machine Learning Trained With Monte Carlo Simulations

Dimensional Analysis in Error Reduction for Prediction of Nucleate Boiling Heat Flux by Artificial Neural Networks for Limited Dataset

Geodesic Convolutional Neural Network Characterization of Macro-Porous Latent Thermal Energy Storage

Thermal Modeling of Patient-Specific Breast Cancer With Physics-Based Artificial Intelligence

An Expert Model Based on Physics-Aware Neural Network for the Prediction of Thermal Conductivity of Nanofluids

Turbulent Heat Transfer Characteristics of Supercritical Carbon Dioxide for a Vertically Upward Flow in a Pipe Using Computational Fluid Dynamics and Artificial Neural Network

Status, Challenges, and Potential for Machine Learning in Understanding and Applying Heat Transfer Phenomena

Two-Dimensional Flow Boiling Characteristics With Wettability Surface in Microgap Heat Sink and Heat Transfer Prediction Using Artificial Neural Network

Comparative Study on the Numerical Methods for View Factor Computation for Packed Pebble Beds: Back Propagation Neural Network Methods Versus Monte Carlo Methods

Physics-Informed Neural Networks for Heat Transfer Problems

Artificial Neural Networks in Radiation Heat Transfer Analysis

Thermal Resistance Modeling of Oscillating Heat Pipes for Nanofluids by Artificial Intelligence Approach

Numerical Study and Optimization of Corrugation Height and Angle of Attack of Vortex Generator in the Wavy Fin-and-Tube Heat Exchanger

Modeling of Finned-Tube Evaporator Using Neural Network and Response Surface Methodology

Modeling of Thermal Cracking Furnaces Via Exergy Analysis Using Hybrid Artificial Neural Network–Genetic Algorithm

Conjugate Heat Transfer in Latent Heat Thermal Storage System With Cross Plate Fins

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