aid4nscud / PINNResearchLinks
Physics-Informed Neural Networks: Forward/Inverse Modeling of Partial Differential Equations
☆21Updated last year
Alternatives and similar repositories for PINNResearch
Users that are interested in PINNResearch are comparing it to the libraries listed below
Sorting:
- ☆23Updated last year
- Deep finite volume method☆21Updated last year
- Implementation of Physics-Informed Neural Networks for Computational Mechanics based on the DeepXDE package.☆62Updated this week
- ☆18Updated last month
- Burgers equation solved by PINN in PyTorch☆24Updated 4 years ago
- An unsupervised latent/output physics-informed convolutional-LSTM network for solving partial differential equations using peridynamic di…☆31Updated 3 years ago
- Physcial Informed Extreme Learning Machine(PIELM) method to solve PDEs, such as Possion problem☆17Updated last year
- CCSNet: a deep learning modeling suite for CO2 storage☆27Updated last year
- Physics-informed deep learning for structural dynamics under moving load☆19Updated last year
- Repository for sharing code and data assocaited with En-DeepONet architecture☆35Updated 2 years ago
- MATLAB codes for the RPIM-NNS☆14Updated last year
- Data preprocess method on Physics-informed neural networks☆26Updated 11 months ago
- ☆40Updated last year
- Solving a class of elliptic partial differential equations(PDEs) with multiple scales utilizing Fourier-based mixed physics informed neur…☆15Updated last year
- ☆24Updated 2 years ago
- Code Library for Multi-sphere Particles. To cite this Original Software Publication: https://www.sciencedirect.com/science/article/pii/S2…☆17Updated 4 years ago
- Matlab code to generate stationary Gaussian random field☆30Updated 6 years ago
- Physics-informed neural network for fatigue crack propagation (Paris' law)☆20Updated 4 years ago
- Fourier-MIONet: Fourier-enhanced multiple-input neural operators for multiphase modeling of geological carbon sequestration☆18Updated last year
- An implementation of Physics-Informed Neural Networks (PINNs) to solve various forward and inverse problems for the 1 dimensional wave eq…☆43Updated 3 years ago
- Physics Informed Neural Network (PINN) for Burgers' equation.☆75Updated last year
- Gradient-based adaptive sampling algorithms for self-supervising PINNs☆28Updated 2 years ago
- U-FNO - an enhanced Fourier neural operator-based deep-learning model for multiphase flow☆164Updated last year
- 2nd Order Wave Equation PINN Solution/ TensorFlow & PyTorch☆32Updated 3 years ago
- ☆77Updated last year
- Physics Informed Neural Network (PINN) for the 2D Navier-Stokes equation☆39Updated 3 years ago
- Neural operator learning of heterogeneous mechanobiological insults contributing to aortic aneurysms☆12Updated last year
- Code of the publication "Physics informed neural networks for continuum micromechanics" published in https://doi.org/10.1016/j.cma.2022.1…☆19Updated 3 years ago
- ☆27Updated last year
- Implementation of a new hybrid machine learning technique for multi-fidelity surrogates of finite elements models with applications in mu…☆15Updated 2 years ago