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An improved physics-informed neural network framework for solving transient nonlinear and inhomogeneous heat conduction problems

Yuxuan Li, Weihang Liu, Jiawen Ren, Miao Cui, Zechou Zhang, Mikhail A. Nikolaitchik

2025International Journal of Heat and Mass Transfer14 citationsDOI

Topics & Concepts

Transient (computer programming)Thermal conductionNonlinear systemArtificial neural networkComplex systemStatistical physicsMaterials scienceComputer scienceApplied mathematicsPhysicsThermodynamicsArtificial intelligenceMathematicsQuantum mechanicsOperating systemModel Reduction and Neural NetworksHeat Transfer MechanismsHeat Transfer and Optimization
An improved physics-informed neural network framework for solving transient nonlinear and inhomogeneous heat conduction problems | Litcius