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Solving 2D Steady-State Heat Conduction Equation Using Physics-Informed Neural Networks (PINN)

Introduce a method based on Physics-Informed Neural Networks (PINN) for solving the 2D steady-state heat conduction partial differential equation, and compare its performance with the Finite Difference Method (FDM).

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Published 2026-05-20 10:14Recent activity 2026-05-20 10:18Estimated read 1 min
Solving 2D Steady-State Heat Conduction Equation Using Physics-Informed Neural Networks (PINN)
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Section 01

导读 / 主楼:Solving 2D Steady-State Heat Conduction Equation Using Physics-Informed Neural Networks (PINN)

Introduction / Main Post: Solving 2D Steady-State Heat Conduction Equation Using Physics-Informed Neural Networks (PINN)

Introduce a method based on Physics-Informed Neural Networks (PINN) for solving the 2D steady-state heat conduction partial differential equation, and compare its performance with the Finite Difference Method (FDM).