physics-informed-ml topic

List physics-informed-ml repositories

harmonic-oscillator-pinn

499
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139
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Code accompanying my blog post: So, what is a physics-informed neural network?

OperatorLearning.jl

43
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8
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No need to train, he's a smooth operator

neuromancer

885
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116
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Pytorch-based framework for solving parametric constrained optimization problems, physics-informed system identification, and parametric model predictive control.

SciMLTutorialsOutput

21
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3
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Tutorials for doing scientific machine learning (SciML) and high-performance differential equation solving with open source software.

heat-pinn

93
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11
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A Physics-Informed Neural Network to solve 2D steady-state heat equations.

PINNacle

160
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32
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Codebase for PINNacle: A Comprehensive Benchmark of Physics-Informed Neural Networks for Solving PDEs.

continuiti

19
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3
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Learning function operators with neural networks.