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Search results for pytorch pinn

6 search results found

Deepxde ⭐ 2,135

A library for scientific machine learning and physics-informed learning

Neurodiffeq ⭐ 576

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

Physics-Informed Neural networks for Advanced modeling

PyTorch Implementation of Physics-informed Neural Networks

Neuralsolvers ⭐ 103

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

Gpt Pinn ⭐ 22

Generative Pre-Trained Physics-Informed Neural Networks Implementation

To address some of the failure modes in training of physics informed neural networks, a Lagrangian architecture is designed to conform to the direction of travel of information in convection-diffusion equations, i.e., method of characteristic; The repository includes a pytorch implementation of PINN and proposed LPINN with periodic boundary conditions

Pinns Torch ⭐ 7

PINNs-Torch, Physics-informed Neural Networks (PINNs) implemented in PyTorch.

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