Stars
14
Forks
2
Language
None
Last Updated
Apr 17, 2024
Similar Repos
Repo | Language | Stars | Description | Updated At |
---|---|---|---|---|
Python | 71 | Neural network based solvers for partial differential equations and inverse problems :milky_way:. Implementation of physics-informed … | May 21, 2022 | |
None | 2 | Neural network based solvers for partial differential equations and inverse problems :milky_way: | Dec 19, 2021 | |
Python | 3 | Solving Partial Differential Equations using Physics-Informed Neural Networks | Apr 03, 2023 | |
Jupyter Notebook | 3 | Studies on Physics-Informed Neural Networks (PINNs) for solving problems governed by partial differential equations. | Feb 16, 2024 | |
Python | 2 | A-PINN: Auxiliary physics informed neural networks for forward and inverse problems of nonlinear integro-differential equations | Feb 20, 2022 | |
Python | 2 | Data Driven Anderson Acceleration for Physics Informed Neural Networks to solve high dimensional partial differential … | Sep 20, 2022 | |
Python | 32 | Basic implementation of physics-informed neural networks for solving differential equations | May 26, 2023 | |
Python | 3 | Neural network based solvers for partial differential equations. | Aug 03, 2022 | |
Julia | 642 | Physics-Informed Neural Networks (PINN) and Deep BSDE Solvers of Differential Equations for Scientific Machine Learning … | Sep 01, 2022 | |
Julia | 2 | Physics-Informed Neural Networks (PINN) and Deep BSDE Solvers of Differential Equations for Scientific Machine Learning … | Jan 27, 2023 | |
Jupyter Notebook | 4 | Physics Informed Neural Networks | Apr 11, 2023 | |
Python | 2205 | Physics Informed Deep Learning: Data-driven Solutions and Discovery of Nonlinear Partial Differential Equations | Apr 30, 2023 | |
None | 2 | Physics Informed Deep Learning: Data-driven Solutions and Discovery of Nonlinear Partial Differential Equations | Mar 12, 2024 | |
Python | 11 | Pytorch implementation of Physics Informed Neural Networks and improvements | Mar 31, 2023 | |
Julia | 2 | Solves ordinary differential equations and partial differential equations using neural nets | Jan 30, 2024 | |
Python | 3 | Neural Ordinary Differential Equations for Inverse Kinematics | May 06, 2024 | |
Jupyter Notebook | 4 | Implementation of a Physics Informed Neural Network (PINN) written in Tensorflow v2, which is capable … | Sep 18, 2023 | |
Python | 3 | Neural Network Implicit Representation of Partial Differential Equations | Feb 19, 2024 | |
Jupyter Notebook | 2 | Physics Informed Neural Networks (Raissi et al., 2017) in Pytorch version | Apr 18, 2022 | |
Jupyter Notebook | 5 | Hands-on tutorial for implementing Physics Informed Neural Networks in Pytorch | Dec 11, 2023 | |
Python | 114 | Forward-Backward Stochastic Neural Networks: Deep Learning of High-dimensional Partial Differential Equations | Apr 21, 2023 | |
MATLAB | 111 | Hidden physics models: Machine learning of nonlinear partial differential equations | Mar 23, 2023 | |
Python | 10 | gPINN: Gradient-enhanced physics-informed neural networks | Jun 16, 2022 | |
Python | 2 | Changepoints Detection with Physics Informed Neural Networks | Aug 23, 2022 | |
Python | 79 | Physics-Informed Neural networks for Advanced modeling | Apr 23, 2023 | |
Julia | 368 | High performance differential equation solvers for ordinary differential equations, including neural ordinary differential equations (neural … | Aug 08, 2022 | |
Julia | 2 | High performance differential equation solvers for ordinary differential equations, including neural ordinary differential equations (neural … | Mar 07, 2023 | |
Jupyter Notebook | 3 | Neural network solvers for differential equations with exact conservation laws | Dec 08, 2022 | |
Python | 240 | Deep Hidden Physics Models: Deep Learning of Nonlinear Partial Differential Equations | Apr 26, 2023 | |
Python | 221 | Must-read Papers on Physics-Informed Neural Networks. | Aug 14, 2022 | |
Jupyter Notebook | 65 | hPINN: Physics-informed neural networks with hard constraints | Apr 21, 2023 | |
None | 2 | Blood Flow Modeling with Physics-Informed Neural Networks | Mar 30, 2023 | |
Python | 11 | A pytorch implementaion of physics informed neural networks for two dimensional NS equation | Aug 21, 2022 | |
Jupyter Notebook | 7 | Neural network code for solving ordinary and partial differential equations | Feb 19, 2021 | |
Julia | 46 | A library for building differential equations arising from physical problems for physics-informed and scientific machine … | Feb 01, 2022 | |
Julia | 36 | Neural networks and neural operators for physics-informed machine learning | Apr 18, 2023 | |
Jupyter Notebook | 25 | Example problems in Physics informed neural network in JAX | Apr 17, 2023 | |
Julia | 709 | Universal neural differential equations with O(1) backprop, GPUs, and stiff+non-stiff DE solvers, demonstrating scientific machine … | Aug 13, 2022 | |
Jupyter Notebook | 242 | PyDEns is a framework for solving Ordinary and Partial Differential Equations (ODEs & PDEs) using … | May 09, 2023 | |
Jupyter Notebook | 2 | A Hands-on Introduction to Physics-Informed Neural Networks | Apr 03, 2022 | |
Python | 69 | Characterizing possible failure modes in physics-informed neural networks. | May 10, 2023 | |
Python | 7 | TF2 Implementation of Physics Informed Neural Networks and Neural Tangent Kernel | Jan 12, 2023 | |
Jupyter Notebook | 4 | Constructing approximate solutions for differential equations based neural networks | Apr 06, 2020 | |
Jupyter Notebook | 5 | Code accompanying "Inverse-Dirichlet Weighting Enables Reliable Training of Physics Informed Neural Networks", Maddu et al., … | Apr 26, 2023 | |
Python | 10 | Competitive Physics Informed Networks | Apr 19, 2023 | |
Jupyter Notebook | 89 | Simple PyTorch Implementation of Physics Informed Neural Network (PINN) | May 16, 2023 | |
Python | 44 | EPDE - partial differential equations discovery framework | Mar 23, 2023 | |
Julia | 3 | Stochastic partial differential equations with Bridge.jl | Dec 05, 2021 | |
C++ | 10 | Toolkit for solving partial differential equations | May 14, 2023 | |
Python | 2 | Deep Learning for Partial Differential Equations | Oct 06, 2023 |