martavarela / EP-PINNs
EP-PINNs implementation for 1D and 2D forward and inverse solvers for the Aliev-Panfilov cardiac electrophysiology model. Also includes Matlab finite-differences solver for data generation.
☆19Updated 2 years ago
Alternatives and similar repositories for EP-PINNs:
Users that are interested in EP-PINNs are comparing it to the libraries listed below
- ☆57Updated last year
- ☆27Updated 2 years ago
- PINN for obtaining WSS from sparse data☆62Updated 11 months ago
- ☆29Updated last year
- Code and data in support of publication on Cardiac PINN☆20Updated 3 years ago
- gPINN: Gradient-enhanced physics-informed neural networks☆84Updated 2 years ago
- Blood Flow Modeling with Physics-Informed Neural Networks☆15Updated 2 years ago
- All the code available to reproduce the paper "Deep Learning Surrogate of Computational Fluid Dynamics for Thrombus Formation Risk in the…☆13Updated 5 years ago
- A Physics-Informed Neural Network to solve 2D steady-state heat equations.☆124Updated 3 weeks ago
- Physics-informed graph neural network (GNN) emulation of soft-tissue mechanics☆26Updated 9 months ago
- ODIL (Optimizing a Discrete Loss) is a Python framework for solving inverse and data assimilation problems for partial differential equat…☆99Updated last month
- Predict the wall shear stress along the coronary artery using Deep Learning☆13Updated 3 years ago
- Implementation of PINNs in TensorFlow 2☆74Updated last year
- A-PINN: Auxiliary physics informed neural networks for forward and inverse problems of nonlinear integro-differential equations☆16Updated 2 years ago
- This is the code of my master thesis.☆110Updated 3 weeks ago
- Surrogate Modeling for Fluid Flows Based on Physics-Constrained Label-Free Deep Learning☆83Updated last year
- physics-informed neural network for elastodynamics problem☆128Updated 3 years ago
- Examples implementing physics-informed neural networks (PINN) in Pytorch☆61Updated 3 years ago
- Implementation of the paper "Self-Adaptive Physics-Informed Neural Networks using a Soft Attention Mechanism" [AAAI-MLPS 2021]☆204Updated 3 years ago
- A multi-physics finite element solver for patient-specific blood flow simulation including fluid-structure interaction and cardiac electr…☆33Updated last year
- ☆19Updated 4 years ago
- PINN program for computational mechanics☆97Updated 10 months ago
- Physics-Informed Neural Network (PINN) for Solving Coupled PDEs Governing Thermochemical Physics in Bi-Material Systems☆50Updated 4 years ago
- A place to share problems solved with SciANN☆265Updated last year
- B-PINN - Jax - HMC tutorial☆15Updated last year
- DeepXDE and PINN☆98Updated 2 years ago
- PINNs for 2D Incompressible Navier-Stokes Equation☆39Updated 9 months ago
- when using, please cite "Bayesian Physics-Informed Neural Networks for real-world nonlinear dynamical systems", CMAME, https://doi.org/1…☆62Updated 2 years ago
- ☆31Updated 3 years ago
- ☆9Updated last year