AIMC Journal:
Journal of computational and nonlinear dynamics
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Gradient-Driven Physics Informed Neural Networks for Conduction Heat Transfer and Incompressible Laminar Flow.
Journal of computational and nonlinear dynamics
Dec 24, 2025
Physics-Informed Neural Networks (PINNs) have opened new possibilities for solving partial differential equations (PDEs) by embedding physical laws directly into the learning process. However, despite their flexibility, traditional PINNs often strugg...
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