risc-mi / pinn-blood-flowLinks
Blood Flow Modeling with Physics-Informed Neural Networks
☆18Updated 2 years ago
Alternatives and similar repositories for pinn-blood-flow
Users that are interested in pinn-blood-flow are comparing it to the libraries listed below
Sorting:
- ☆40Updated 3 years ago
- Point-cloud deep learning for prediction of fluid flow fields on irregular geometries (supervised learning)☆33Updated last month
- ☆28Updated 2 years ago
- ☆73Updated 8 months ago
- parallel PINNs; RANS equations; spatiotemporal parallel; PINNs☆32Updated last year
- Effective data sampling strategies and boundary condition constraints of physics-informed neural networks for identifying material proper…☆21Updated 2 years ago
- A pytorch implementation of several approaches using PINN to slove turbulent flow☆79Updated last year
- CNN model to predict the lift-drag ratio of airfoil☆15Updated 4 years ago
- This repository is a beginner-friendly introduction to Computational Fluid Dynamics (CFD) for those interested in developing their own CF…☆16Updated 2 years ago
- Physics Informed Neural Network (PINN) for the 2D Navier-Stokes equation☆27Updated 3 years ago
- Physics-informed neural networks for two-phase flow problems☆64Updated 3 months ago
- PINNs for 2D Incompressible Navier-Stokes Equation☆51Updated last year
- Implement PINN with high level APIs of TF2.0, including a solution of coupled PDEs with PINN☆27Updated 2 years ago
- CFD-DeepLearning-UNET☆15Updated 4 years ago
- Deep Learning based method to try and learn the problem of inverse Navier Stokes and model the flow for an oscillating airfoil.☆21Updated 5 years ago
- An improved and generic PINNs for fluid dynamic analysis is proposed. This approach incorporates three key improvements: residual-based …☆21Updated last year
- Multi-head attention network for airfoil flow field prediction☆13Updated 2 years ago
- Convolution Neural Network based solution for 2D steady state Navier Stokes equation for submerged badies☆11Updated 4 years ago
- Physics-guided neural network framework for elastic plates☆45Updated 3 years ago
- ☆34Updated 3 years ago
- A Self-Training Physics-Informed Neural Network for Partial Differential Equations☆22Updated 2 years ago
- This is the source code for our paper "Towards high-accuracy deep learning inference of compressible turbulent flows over aerofoils"☆31Updated last year
- 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
- POD-PINN code and manuscript☆52Updated 8 months ago
- PINN for obtaining WSS from sparse data☆66Updated last year
- Reynolds stress turbulence closure models beyond the Boussinesq approximation☆11Updated last month
- OpenFOAM implementation of turbulence models driven by machine learning predictions.☆39Updated last year
- Accelerated vortex-induced vibration (VIV) simulation using immersed boundary lattice Boltzmann method (IB-LBM) powered by JAX.☆20Updated last month
- A method based on a feed forward neural network to solve partial differential equations in nonlinear elasticity at finite strain based on…☆66Updated 2 months ago
- Laminar flow prediction using graph neural networks☆31Updated 6 months ago