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Journal Articles

Physics-Informed Neural Network for Thermal Analysis of Space Structure

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Cheng Chang, Qinghua Zhou, Zhiqi Shi, Hao Zhu, Pu Li
Journal: Journal of Thermal Science and Engineering Applications
Publisher: ASME
Article Type: Research Papers
J. Thermal Sci. Eng. Appl. July 2025, 17(7): 071001.
Paper No: TSEA-24-1609
https://doi.org/10.1115/1.4068190
Published Online: April 8, 2025
View Articletitled, Physics-Informed Neural Network for Thermal Analysis of Space Structure
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Topics: Artificial neural networks, Boundary-value problems, Deformation, Dynamic analysis, Heat flux, Physics, Space frame structures, Thermal analysis, Temperature, Finite element methods
Journal Articles

Thermal Performance Optimization of Nano-Enhanced Phase Change Material-Based Heat Pipe Using Combined Artificial Neural Network and Genetic Algorithm Approach

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Jobin Jose, Tapano Kumar Hotta
Journal: Journal of Thermal Science and Engineering Applications
Publisher: ASME
Article Type: Research Papers
J. Thermal Sci. Eng. Appl. February 2025, 17(2): 021002.
Paper No: TSEA-24-1178
https://doi.org/10.1115/1.4067071
Published Online: December 9, 2024
View Articletitled, Thermal Performance Optimization of Nano-Enhanced Phase Change Material-Based Heat Pipe Using Combined Artificial Neural Network and Genetic Algorithm Approach
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Topics: Heat, Heat pipes, Nanoparticles, Temperature, Artificial neural networks, Thermal conductivity, Genetic algorithms, Thermal resistance, Paraffin wax
Journal Articles

Harnessing Deep Learning to Solve Inverse Transient Heat Transfer With Periodic Boundary Condition

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Adib Bazgir, Yuwen Zhang
Journal: Journal of Thermal Science and Engineering Applications
Publisher: ASME
Article Type: Research Papers
J. Thermal Sci. Eng. Appl. December 2024, 16(12): 121001.
Paper No: TSEA-24-1263
https://doi.org/10.1115/1.4066451
Published Online: September 24, 2024
View Articletitled, Harnessing Deep Learning to Solve Inverse Transient Heat Transfer With Periodic Boundary Condition
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Topics: Artificial neural networks, Boundary-value problems, Deep neural networks, Heat flux, Temperature, Heat conduction, Errors, Heat, Deep learning, Inverse problems
Journal Articles

Experimental Exploration of Cellulose Material for Battery Separators and Artificial Neural Network-Driven Predictive Modeling for Enhanced Thermal Safety in Electric Vehicles

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Melkam Gebeyehu Fetene, Dereje Arijamo Dolla, Chin-Cheng Wang, James K. Varkey, Santosh Chavan, Sung Chul Kim
Journal: Journal of Thermal Science and Engineering Applications
Publisher: ASME
Article Type: Research Papers
J. Thermal Sci. Eng. Appl. October 2024, 16(10): 101005.
Paper No: TSEA-24-1121
https://doi.org/10.1115/1.4066138
Published Online: August 28, 2024
View Articletitled, Experimental Exploration of Cellulose Material for Battery Separators and Artificial Neural Network-Driven Predictive Modeling for Enhanced Thermal Safety in Electric Vehicles
Open the PDF for Experimental Exploration of Cellulose Material for Battery Separators and Artificial Neural Network-Driven Predictive Modeling for Enhanced Thermal Safety in Electric Vehicles in another window
Topics: Artificial neural networks, Cellulose, Temperature, Lithium-ion batteries
Journal Articles

Impact of Real-Time Blind Slat Angle Control on Reducing Total Energy Consumption of a Library Building Using an Optimized Artificial Neural Network Model: A Case Study of the Six Moroccan Thermal Zones

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Meryem El Alaoui, Hasna Oukmi, Laila Ouazzani Chahidi, Mohammed Rougui
Journal: Journal of Thermal Science and Engineering Applications
Publisher: ASME
Article Type: Research Papers
J. Thermal Sci. Eng. Appl. July 2024, 16(7): 071009.
Paper No: TSEA-23-1544
https://doi.org/10.1115/1.4065422
Published Online: May 10, 2024
View Articletitled, Impact of Real-Time Blind Slat Angle Control on Reducing Total Energy Consumption of a Library Building Using an Optimized Artificial Neural Network Model: A Case Study of the Six Moroccan Thermal Zones
Open the PDF for Impact of Real-Time Blind Slat Angle Control on Reducing Total Energy Consumption of a Library Building Using an Optimized Artificial Neural Network Model: A Case Study of the Six Moroccan Thermal Zones in another window
Topics: Artificial neural networks, Stress
Journal Articles

Machine Learning for Modeling Oscillating Heat Pipes: A Review

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Roberto Núñez, Shahabeddin K. Mohammadian, Tahmid Hasan Rupam, Ramy H. Mohammed, Guliang Huang, Hongbin Ma
Journal: Journal of Thermal Science and Engineering Applications
Publisher: ASME
Article Type: Review Articles
J. Thermal Sci. Eng. Appl. April 2024, 16(4): 040801.
Paper No: TSEA-23-1241
https://doi.org/10.1115/1.4064597
Published Online: February 19, 2024
View Articletitled, Machine Learning for Modeling Oscillating Heat Pipes: A Review
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Topics: Artificial neural networks, Fluids, Heat, Heat pipes, Machine learning, Modeling, Oscillations, Thermal resistance, Algorithms, Dimensionless numbers
Journal Articles

Artificial Neural Networks Application on Average and Stagnation Nusselt Number Prediction for Impingement Cooling of Flat Plate With Helically Coiled Air Jet

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H. E. Fawaz, Mostafa M. Osama, Hussein M. Maghrabie
Journal: Journal of Thermal Science and Engineering Applications
Publisher: ASME
Article Type: Research Papers
J. Thermal Sci. Eng. Appl. February 2024, 16(2): 021012.
Paper No: TSEA-23-1370
https://doi.org/10.1115/1.4064139
Published Online: December 18, 2023
View Articletitled, Artificial Neural Networks Application on Average and Stagnation Nusselt Number Prediction for Impingement Cooling of Flat Plate With Helically Coiled Air Jet
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Topics: Artificial neural networks, Impingement cooling, Nozzles, Flat plates, Air jets, Reynolds number
Journal Articles

Using Neural Networks for Thermal Analysis of Heat Conduction

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D. A. Abdoh
Journal: Journal of Thermal Science and Engineering Applications
Publisher: ASME
Article Type: Research Papers
J. Thermal Sci. Eng. Appl. February 2024, 16(2): 021009.
Paper No: TSEA-23-1347
https://doi.org/10.1115/1.4064076
Published Online: December 4, 2023
View Articletitled, Using Neural Networks for Thermal Analysis of Heat Conduction
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Topics: Glass, Heat transfer, Temperature, Boundary-value problems, Artificial neural networks
Journal Articles

Multi-Objective Optimization of Air-Cooled Perforated Micro-Pin Fin Heat Sink Via an Artificial Neural Network Surrogate Model Coupled With NSGA-II

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Deepa Gupta, Probir Saha, Somnath Roy
Journal: Journal of Thermal Science and Engineering Applications
Publisher: ASME
Article Type: Research Papers
J. Thermal Sci. Eng. Appl. January 2024, 16(1): 011004.
Paper No: TSEA-23-1266
https://doi.org/10.1115/1.4063682
Published Online: October 20, 2023
View Articletitled, Multi-Objective Optimization of Air-Cooled Perforated Micro-Pin Fin Heat Sink Via an Artificial Neural Network Surrogate Model Coupled With NSGA-II
Open the PDF for Multi-Objective Optimization of Air-Cooled Perforated Micro-Pin Fin Heat Sink Via an Artificial Neural Network Surrogate Model Coupled With NSGA-II in another window
Topics: Artificial neural networks, Computational fluid dynamics, Errors, Heat sinks, Optimization, Simulation, Friction, Pareto optimization, Heat transfer, Design
Journal Articles

Application of Artificial Intelligence on Predicting the Effects of Buoyancy Ratio on Magnetohydrodynamics Double-Diffusive Mixed Convection and Entropy Generation in Different Nanofluids and Hybrid Nanofluids

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Hasib Ahmed Prince, Md Mehrab Hossen Siam, Amit Ghosh, Mohammad Arif Hasan Mamun
Journal: Journal of Thermal Science and Engineering Applications
Publisher: ASME
Article Type: Research Papers
J. Thermal Sci. Eng. Appl. September 2023, 15(9): 091008.
Paper No: TSEA-23-1107
https://doi.org/10.1115/1.4062613
Published Online: June 14, 2023
View Articletitled, Application of Artificial Intelligence on Predicting the Effects of Buoyancy Ratio on Magnetohydrodynamics Double-Diffusive Mixed Convection and Entropy Generation in Different Nanofluids and Hybrid Nanofluids
Open the PDF for Application of Artificial Intelligence on Predicting the Effects of Buoyancy Ratio on Magnetohydrodynamics Double-Diffusive Mixed Convection and Entropy Generation in Different Nanofluids and Hybrid Nanofluids in another window
Topics: Artificial neural networks, Entropy, Nanofluids, Mixed convection, Fluids, Temperature, Finite element methods, Mass transfer, Finite element model, Buoyancy
Journal Articles

Use of Convolutional Neural Network Image Classification and High-Speed Ion Probe Data Toward Real-Time Detonation Characterization in a Water-Cooled Rotating Detonation Engine

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Kristyn B. Johnson, Donald H. Ferguson, Andrew C. Nix
Journal: Journal of Thermal Science and Engineering Applications
Publisher: ASME
Article Type: Research Papers
J. Thermal Sci. Eng. Appl. June 2023, 15(6): 061011.
Paper No: TSEA-22-1304
https://doi.org/10.1115/1.4062182
Published Online: April 24, 2023
View Articletitled, Use of Convolutional Neural Network Image Classification and High-Speed Ion Probe Data Toward Real-Time Detonation Characterization in a Water-Cooled Rotating Detonation Engine
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Topics: Artificial neural networks, Engines, Explosions, Probes, Time series, Waves
Journal Articles

Effect Analysis on the Maximum Nondimensional Temperature in the Cold Plate in Battery Thermal Management System-Based Artificial Neural Network

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Sachin Bharadwaj M., Amrut S. R., Babu Rao Ponangi
Journal: Journal of Thermal Science and Engineering Applications
Publisher: ASME
Article Type: Research Papers
J. Thermal Sci. Eng. Appl. January 2023, 15(1): 011007.
Paper No: TSEA-22-1253
https://doi.org/10.1115/1.4055526
Published Online: September 22, 2022
View Articletitled, Effect Analysis on the Maximum Nondimensional Temperature in the Cold Plate in Battery Thermal Management System-Based Artificial Neural Network
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Topics: Artificial neural networks, Batteries, Finite element methods, Temperature, Thermal management, Coolants, Heat, Errors, Heat transfer
Journal Articles

Performance Analysis of Single-Phase Space Thermal Radiators and Optimization Through Taguchi-Neuro-Genetic Approach

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P. B. Chiranjeevi, V. Ashok, K. Srinivasan, T. Sundararajan
Journal: Journal of Thermal Science and Engineering Applications
Publisher: ASME
Article Type: Research Papers
J. Thermal Sci. Eng. Appl. June 2022, 14(6): 061012.
Paper No: TSEA-21-1271
https://doi.org/10.1115/1.4052897
Published Online: November 18, 2021
View Articletitled, Performance Analysis of Single-Phase Space Thermal Radiators and Optimization Through Taguchi-Neuro-Genetic Approach
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Topics: Artificial neural networks, Engineering simulation, Heat, Heat transfer, Optimization, Simulation, Temperature, Fluids, Genetic algorithms
Journal Articles

Heat Transfer Characteristics of Mixed Convective Magnetohydrodynamic Counter-current Two-Phase Flow in Rotating Inclined Microporous Channel With Slip Velocity and Asymmetric Thermal Boundary Conditions Using LTNE Model

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Hari Ponnamma Rani, V. Leela, Pulla Nagabhushana, R. Gangadhara Reddy
Journal: Journal of Thermal Science and Engineering Applications
Publisher: ASME
Article Type: Research Papers
J. Thermal Sci. Eng. Appl. June 2022, 14(6): 061004.
Paper No: TSEA-21-1223
https://doi.org/10.1115/1.4052118
Published Online: October 13, 2021
View Articletitled, Heat Transfer Characteristics of Mixed Convective Magnetohydrodynamic Counter-current Two-Phase Flow in Rotating Inclined Microporous Channel With Slip Velocity and Asymmetric Thermal Boundary Conditions Using LTNE Model
Open the PDF for Heat Transfer Characteristics of Mixed Convective Magnetohydrodynamic Counter-current Two-Phase Flow in Rotating Inclined Microporous Channel With Slip Velocity and Asymmetric Thermal Boundary Conditions Using LTNE Model in another window
Topics: Artificial neural networks, Boundary-value problems, Flow (Dynamics), Fluids, Heat transfer, Magnetohydrodynamics, Rotation, Two-phase flow, Wall temperature, Equilibrium (Physics)
Journal Articles

A Comparative Study of Multiple Regression and Machine Learning Techniques for Prediction of Nanofluid Heat Transfer

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Eyup Kocak, Ece Aylı, Hasmet Turkoglu
Journal: Journal of Thermal Science and Engineering Applications
Publisher: ASME
Article Type: Research Papers
J. Thermal Sci. Eng. Appl. June 2022, 14(6): 061002.
Paper No: TSEA-21-1267
https://doi.org/10.1115/1.4052344
Published Online: October 12, 2021
View Articletitled, A Comparative Study of Multiple Regression and Machine Learning Techniques for Prediction of Nanofluid Heat Transfer
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Topics: Artificial neural networks, Heat transfer, Nanofluids, Nanoparticles, Reynolds number, Particulate matter, Computational fluid dynamics, Algorithms, Turbulence, Water
Journal Articles

A Multiple Regression Convolutional Neural Network for Estimating Multi-Parameters Based on Overall Data in the Inverse Heat Transfer Problem

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Feiding Zhu, Jincheng Chen, Yuge Han
Journal: Journal of Thermal Science and Engineering Applications
Publisher: ASME
Article Type: Research Papers
J. Thermal Sci. Eng. Appl. May 2022, 14(5): 051003.
Paper No: TSEA-21-1286
https://doi.org/10.1115/1.4051841
Published Online: August 9, 2021
View Articletitled, A Multiple Regression Convolutional Neural Network for Estimating Multi-Parameters Based on Overall Data in the Inverse Heat Transfer Problem
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Topics: Artificial neural networks, Cavities, Heat transfer, Temperature, Heat, Computational fluid dynamics
Journal Articles

Application of Deep Reinforcement Learning to Thermal Control of Space Telescope

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Yan Xiong, Liang Guo, Defu Tian
Journal: Journal of Thermal Science and Engineering Applications
Publisher: ASME
Article Type: Research Papers
J. Thermal Sci. Eng. Appl. January 2022, 14(1): 011011.
Paper No: TSEA-20-1765
https://doi.org/10.1115/1.4051072
Published Online: June 17, 2021
View Articletitled, Application of Deep Reinforcement Learning to Thermal Control of Space Telescope
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Topics: Control equipment, Control systems, Errors, Reinforcement learning, Simulation, Telescopes, Algorithms, Temperature control, Matlab, Artificial neural networks
Journal Articles

Application of a Convolutional Neural Network for Wave Mode Identification in a Rotating Detonation Combustor Using High-Speed Imaging

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Kristyn B. Johnson, Donald H. Ferguson, Robert S. Tempke, Andrew C. Nix
Journal: Journal of Thermal Science and Engineering Applications
Publisher: ASME
Article Type: Research Papers
J. Thermal Sci. Eng. Appl. December 2021, 13(6): 061021.
Paper No: TSEA-20-1345
https://doi.org/10.1115/1.4049868
Published Online: April 19, 2021
View Articletitled, Application of a Convolutional Neural Network for Wave Mode Identification in a Rotating Detonation Combustor Using High-Speed Imaging
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Topics: Artificial neural networks, Explosions, Waves, Imaging, Annulus, Combustion chambers
Journal Articles

Application of Generalized Regression Neural Network in Predicting the Thermal Performance of Solar Flat Plate Collector Systems

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M. Sridharan, Shribalaji Shenbagaraj
Journal: Journal of Thermal Science and Engineering Applications
Publisher: ASME
Article Type: Research Papers
J. Thermal Sci. Eng. Appl. April 2021, 13(2): 021023.
Paper No: TSEA-20-1218
https://doi.org/10.1115/1.4047824
Published Online: August 10, 2020
View Articletitled, Application of Generalized Regression Neural Network in Predicting the Thermal Performance of Solar Flat Plate Collector Systems
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Topics: Artificial neural networks, Flat plates, Solar energy, Solar radiation, Thermal efficiency, Thermal energy, Fluids, Temperature, Design, Errors
Journal Articles

Access to Empirical Formulations of Combustion Efficiency for Gas Turbine Combustors With Improved Generalization Ability

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Zhuang Ma, Tingwei Ji, Tao Cui, Yao Zheng
Journal: Journal of Thermal Science and Engineering Applications
Publisher: ASME
Article Type: Research Papers
J. Thermal Sci. Eng. Appl. April 2021, 13(2): 021001.
Paper No: TSEA-19-1589
https://doi.org/10.1115/1.4047276
Published Online: July 14, 2020
View Articletitled, Access to Empirical Formulations of Combustion Efficiency for Gas Turbine Combustors With Improved Generalization Ability
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Topics: Combustion, Combustion chambers, Gas turbines, Artificial neural networks, Polynomials, Errors