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Top 4 physics-informed-learning open source projects

Implementation of the paper "Self-Adaptive Physics-Informed Neural Networks using a Soft Attention Mechanism" [AAAI-MLPS 2021]

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python deep-learning neural-network tensorflow scientific-computing neural-networks pdes sciml pinns physics-informed-learning adaptive-pinns stiff-pdes

sciml.ai

The SciML Scientific Machine Learning Software Organization Website

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CSS julia HTML machine-learning ode dde differential-equations sde dae franklin neural-ode scientific-machine-learning sciml physics-informed-learning

QuasiMonteCarlo.jl

Lightweight and easy generation of quasi-Monte Carlo sequences with a ton of different methods on one API for easy parameter exploration in scientific machine learning (SciML)

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julia parameter-estimation quasi-monte-carlo scientific-machine-learning sciml physics-informed-learning

PINN-elastodynamics

physics-informed neural network for elastodynamics problem

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python neural-network tensorflow elasticity physics-simulation physics-informed-learning

1-4 of 4 physics-informed-learning projects