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List pinn repositories

rpi3-hackrf

29
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12
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A remix of Arch Linux ARM for Raspberry Pi 3 B+ built for HackRF and RTL-SDR

deepxde

2.4k
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703
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A library for scientific machine learning and physics-informed learning

DiffEqFlux.jl

843
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151
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Pre-built implicit layer architectures with O(1) backprop, GPUs, and stiff+non-stiff DE solvers, demonstrating scientific machine learning (SciML) and physics-informed machine learning methods

NeuralPDE.jl

916
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194
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Physics-Informed Neural Networks (PINN) Solvers of (Partial) Differential Equations for Scientific Machine Learning (SciML) accelerated simulation

neurodiffeq

641
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86
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A library for solving differential equations using neural networks based on PyTorch, used by multiple research groups around the world, including at Harvard IACS.

NeuralSolvers

133
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46
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Neural network based solvers for partial differential equations and inverse problems :milky_way:. Implementation of physics-informed neural networks in pytorch.

PINN-laminar-flow

163
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44
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Physics-informed neural network for solving fluid dynamics problems

pinn-pytorch

59
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17
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Deep learning library for solving differential equations on top of PyTorch.

PINA

378
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65
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Physics-Informed Neural networks for Advanced modeling

Example problems in Physics informed neural network in JAX