研究论文
Physics-informed neural networks in heat transfer-dominated multiphysics systems: A comprehensive review
Zhuang Zhao, Ye Wang, Weijian Zhang, Zhenggang Ba, Lin Hua Sun
Lanzhou University of Technology Lanzhou Jiaotong University Lanzhou Petrochemical Polytechnic Ministry of Education of the People's Republic of China
来源Engineering Applications of Artificial Intelligence
年份2025
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学术脉络
学科主题
物理Model Reduction and Neural Networks
Nanofluid Flow and Heat Transfer · Heat Transfer and Boiling Studies
参考文献 187
Approximation capabilities of multilayer feedforward networks
被引 6,251Kurt Hornik · Neural Networks · 1991
Approximation by superpositions of a sigmoidal function
被引 14,001George V. Cybenko · Mathematics of Control Signals and Systems · 1989
Software survey: VOSviewer, a computer program for bibliometric mapping
被引 21,265Nees Jan van Eck, Ludo Waltman · Scientometrics · 2009
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引用本文 56
Physics-Informed Neural Networks for predicting indoor temperature and cooling demand in historic buildings
被引 18Simona Semeraro, Francesca Vecchi, Roberto Stasi · Journal of Building Engineering · 2025
Physics-Informed Temperature Prediction of Lithium-Ion Batteries Using Decomposition-Enhanced LSTM and BiLSTM Models
被引 14Seyed Saeed Madani, Yasmin Shabeer, Michael William Fowler · World Electric Vehicle Journal · 2025
Advancements in lithium-ion battery materials for thermal runaway prevention
被引 8Sk. Mohammad Shareef, Gadale Amba Prasad Rao · Electrochemistry Communications · 2025
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