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Extremization to Fine Tune Physics Informed Neural Networks for Solving Boundary Value Problems

Extremization to Fine Tune Physics Informed Neural Networks for Solving Boundary Value Problems

We propose a novel method for fast and accurate training of physics-informed neural networks (PINNs) to find solutions to boundary value problems (BVPs) and initial boundary value problems (IBVPs). By combining the methods of training deep neural networks (DNNs) and Extreme Learning Machines (ELMs), we develop a model which has …