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Search results for pytorch physics informed neural networks

physics-informed-neural-networks x

10 search results found

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.

Pdebench ⭐ 522

PDEBench: An Extensive Benchmark for Scientific Machine Learning

Physics-Informed Neural networks for Advanced modeling

Simple PyTorch Implementation of Physics Informed Neural Network (PINN)

Deep_learning_for_dynamical_systems ⭐ 31

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

Pinn For Ns Equation ⭐ 15

A pytorch implementaion of physics informed neural networks for two dimensional NS equation

Pinns Torch ⭐ 7

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

A PyTorch library for Physics-Informed Neural Networks (PINNs)

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