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The Old and the New: Can Physics-Informed Deep-Learning Replace Traditional Linear Solvers?

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Physics-Informed Neural Networks (PINN) are neural networks encoding the problem governing equations, such as Partial Differential Equations (PDE), as a part of the neural network. PINNs have emerged as a new essential tool to solve various challenging problem... ...