☆118Mar 15, 2024Updated last year
Alternatives and similar repositories for FEM-vs-PINNs
Users that are interested in FEM-vs-PINNs are comparing it to the libraries listed below
Sorting:
- XPINN code written in TensorFlow 2☆28Feb 1, 2023Updated 3 years ago
- Deep finite volume method☆21Jun 26, 2024Updated last year
- ☆24Dec 21, 2023Updated 2 years ago
- ☆28Oct 21, 2024Updated last year
- ☆169Jun 27, 2022Updated 3 years ago
- Solving High Frequency and Multi-Scale PDEs with Gaussian Processes (ICLR 2024)☆26Jun 7, 2024Updated last year
- A Self-Training Physics-Informed Neural Network for Partial Differential Equations☆23Aug 3, 2023Updated 2 years ago
- PF-PINNs: physics-informed neural networks framework for solving coupled Allen-Cahn and Cahn-Hilliard phase field equations☆28Feb 18, 2025Updated last year
- Code for paper "Beyond Closure Models: Learning Chaotic Systems via Physics-Informed Neural Operators".☆14Dec 24, 2025Updated 2 months ago
- Discontinuity Computing Using Physics-Informed Neural Network☆28Apr 20, 2024Updated last year
- This is the code for "Neural Network Reconstruction of Plasma Space-Time" by C.Bard and J.Dorelli (DOI: 10.3389/fspas.2021.732275). It is…☆13Oct 6, 2021Updated 4 years ago
- TensorFlow PINN study for a couple of Fokker-Planck equations.☆13Jun 23, 2022Updated 3 years ago
- ☆15Dec 9, 2024Updated last year
- Enhancing the convergence speed by 2x and improving the training success of Physics-Informed Neural Networks (PINNs).☆13Oct 14, 2024Updated last year
- ☆18Dec 22, 2025Updated 2 months ago
- Holding opensource codes about research projects related with ML+numerical methods☆11May 11, 2025Updated 9 months ago
- ☆33Jan 10, 2025Updated last year
- 🏔️ PINNACLE: PINN Adaptive ColLocation and Experimental points selection☆27Jul 26, 2024Updated last year
- Generative Pre-Trained Physics-Informed Neural Networks Implementation☆118Aug 26, 2025Updated 6 months ago
- Physics-informed neural networks (PINNs)☆14Jun 7, 2022Updated 3 years ago
- ☆16Oct 29, 2023Updated 2 years ago
- Solve forward and inverse problems related to partial differential equations using finite basis physics-informed neural networks (FBPINNs…☆527Nov 27, 2025Updated 3 months ago
- Implementation of Physics-Informed Neural Networks for Computational Mechanics based on the DeepXDE package.☆63Updated this week
- Simplified implementation of locally adaptive activation functions (LAAF) with slope recovery for deep and physics-informed neural networ…☆31Mar 8, 2021Updated 5 years ago
- Data preprocess method on Physics-informed neural networks☆28Feb 21, 2025Updated last year
- ☆10Jan 5, 2021Updated 5 years ago
- Rheological Universal Differential Equations: scientific machine learning for modeling complex fluids☆19Dec 23, 2022Updated 3 years ago
- Physics-informed learning of governing equations from scarce data☆167Jul 19, 2023Updated 2 years ago
- ☆207Feb 16, 2024Updated 2 years ago
- Multifidelity deep neural operators for efficient learning of partial differential equations with application to fast inverse design of n…☆39Jul 12, 2023Updated 2 years ago
- Flow field reconstruction and prediction of the 2D cylinder flow using data-driven physics-informed neural network combined with long sho…☆40Nov 11, 2024Updated last year
- Neural network hyperelastic constitutive modeling of anisotropic materials. Includes UMAT☆26Jul 7, 2021Updated 4 years ago
- Using Physics-Informed Deep Learning (PIDL) techniques (W-PINNs-DE & W-PINNs) to solve forward and inverse hydrodynamic shock-tube proble…☆207Feb 21, 2023Updated 3 years ago
- ☆50Aug 19, 2025Updated 6 months ago
- The lid-driven cavity is a popular problem within the field of computational fluid dynamics (CFD) for validating computational methods. I…☆16Dec 14, 2021Updated 4 years ago
- Constitutive hyperelastic material formulations for FElupe.☆15Feb 13, 2026Updated 3 weeks ago
- In this project I use the generated dataset of stress analysis results of FVM method to train a Convolutional Neural Netwrok (CNN) model …☆28Aug 2, 2018Updated 7 years ago
- Physics Informed Neural Networks (PINNs) code to solve the 3D Poisson-Boltzmann equation.☆13Mar 31, 2025Updated 11 months ago
- PINN for heat transfer problems☆24Jun 23, 2021Updated 4 years ago