Accompanyig code for "Training Physics-Informed Neural Networks: one learning to rule them all?"
☆13Nov 15, 2022Updated 3 years ago
Alternatives and similar repositories for PINNTrainingStrategies
Users that are interested in PINNTrainingStrategies are comparing it to the libraries listed below
Sorting:
- Dynamic weight strategy of physics-informed neural networks for the 2D Navier-Stokes equations☆14Sep 1, 2022Updated 3 years ago
- This repository consists of two-step training DeepONet code.☆14May 22, 2024Updated last year
- Data-guided physics-informed neural networks☆16Jul 16, 2024Updated last year
- Gradient-based adaptive sampling algorithms for self-supervising PINNs☆28May 8, 2023Updated 2 years ago
- Event Prediction for High Noisy Data By Neural Network and WNN☆12Nov 14, 2018Updated 7 years ago
- ☆12Aug 22, 2025Updated 6 months ago
- Official implementation of "PhyGNNet: Solving spatiotemporal PDEs with Physics-informed Graph Neural Network"☆54May 30, 2023Updated 2 years ago
- An automatic knowledge embedding framework for scientific machine learning☆23May 15, 2022Updated 3 years ago
- Finite Volume PINNs for Hyperbolic Conservation Laws & Compressible Flow☆23Nov 29, 2022Updated 3 years ago
- This is the Matlab code of the blind deconvolution based on the ratio of cyclic content (BD-RCC). BD-RCC can be used to recover repetitiv…☆24Jun 17, 2021Updated 4 years ago
- 复现CICP论文提出的几种改进PINN性能的方法☆24Jul 2, 2025Updated 8 months ago
- Physics-informed neural networks for highly compressible flows 🧠🌊☆29Nov 26, 2023Updated 2 years ago
- A Self-Training Physics-Informed Neural Network for Partial Differential Equations☆23Aug 3, 2023Updated 2 years ago
- ☆26Jul 7, 2022Updated 3 years ago
- Discontinuity Computing Using Physics-Informed Neural Network☆28Apr 20, 2024Updated last year
- Boosting the training of physics informed neural networks with transfer learning☆27Jun 5, 2021Updated 4 years ago
- ☆69Nov 15, 2022Updated 3 years ago
- ☆36Jun 17, 2022Updated 3 years ago
- A python implementation of Physics-informed Spline Learning for nonlinear dynamics discovery.☆27Sep 30, 2021Updated 4 years ago
- Original implementation of fast PINN optimization with RBA weights☆70Sep 11, 2025Updated 5 months ago
- PINN in solving Navier–Stokes equation☆126Jun 7, 2020Updated 5 years ago
- Enhancing PINNs for Solving PDEs via Adaptive Collocation Point Movement and Adaptive Loss Weighting☆40Apr 14, 2023Updated 2 years ago
- Physics Informed Neural Network (PINN) for the 2D Navier-Stokes equation☆40Jun 24, 2022Updated 3 years ago
- ☆16Nov 2, 2025Updated 4 months ago
- This project is divided in a two parts. In first study, Lame parameters are identified using tanh activation function. After that, six a…☆13Nov 17, 2022Updated 3 years ago
- ☆130Jul 20, 2022Updated 3 years ago
- ☆94Nov 25, 2024Updated last year
- Numerical assessments of a nonintrusive surrogate model based on recurrent neural networks and proper orthogonal decomposition: Rayleigh …☆10Dec 2, 2022Updated 3 years ago
- ☆12Sep 19, 2022Updated 3 years ago
- Simplified implementation of locally adaptive activation functions (LAAF) with slope recovery for deep and physics-informed neural networ…☆31Mar 8, 2021Updated 4 years ago
- ☆17Apr 18, 2024Updated last year
- 1D and 3D Numerical Thermo-conduction Simulation of Solid☆11Feb 24, 2021Updated 5 years ago
- Competitive Physics Informed Networks☆32Sep 21, 2024Updated last year
- Multiclass bearing fault classification using features learned by a deep neural network.☆36Mar 19, 2022Updated 3 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
- ☆20Sep 1, 2025Updated 6 months ago
- ☆10Mar 31, 2023Updated 2 years ago
- This project deals with detection and diagnosis of 7 faults of a reciprocating compressor using acoustic signals. After feature extractio…☆15Aug 14, 2022Updated 3 years ago
- This repository is a guided tutorial on Pseudo-Spectral method that in long run can help as a basis for study material on Direct Numerica…☆12Sep 23, 2021Updated 4 years ago