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Application of physics-informed neural networks in solving temperature diffusion equation of seawater

Lei HAN Changming DONG Yuli LIU Huarong XIE Hongchun ZHANG Weijun ZHU

海洋湖沼学报（英文版）2026，Vol.44Issue(1)：1-18,18.

海洋湖沼学报（英文版）2026，Vol.44Issue(1)：1-18,18.DOI:10.1007/s00343-025-4348-1

Application of physics-informed neural networks in solving temperature diffusion equation of seawater

Lei HAN ¹Changming DONG ²Yuli LIU ³Huarong XIE ³Hongchun ZHANG ⁴Weijun ZHU¹

作者信息

1. School of Atmospheric Sciences,Nanjing University of Information Science and Technology,Nanjing 210044,China
2. School of Marine Sciences,Nanjing University of Information Science and Technology,Nanjing 210044,China||Southern Ocean Science and Engineering Guangdong Laboratory(Zhuhai),Zhuhai 519000,China
3. School of Marine Sciences,Nanjing University of Information Science and Technology,Nanjing 210044,China
4. School of Artificial Intelligence,Nanjing University of Information Science and Technology,Nanjing 210044,China
折叠

摘要

关键词

temperature diffusion equation/physics-informed neural network(PINN)/boundary condition/forward and inverse problem

Key words

temperature diffusion equation/physics-informed neural network(PINN)/boundary condition/forward and inverse problem

引用本文复制引用

Lei HAN,Changming DONG,Yuli LIU,Huarong XIE,Hongchun ZHANG,Weijun ZHU..Application of physics-informed neural networks in solving temperature diffusion equation of seawater[J].海洋湖沼学报（英文版）,2026,44(1):1-18,18.

基金项目

Supported by the National Key Research and Development Program of China(No.2023YFC3008200)and the Independent Research Project of Southern Marine Science and Engineering Guangdong Laboratory(Zhuhai)(No.SML2022SP505) （No.2023YFC3008200）

海洋湖沼学报（英文版）

ISSN：2096-5508

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