maziarraissi / DeepVIV
Deep Learning of Vortex Induced Vibrations
☆86Updated 4 years ago
Related projects ⓘ
Alternatives and complementary repositories for DeepVIV
- PhyGeoNet: Physics-Informed Geometry-Adaptive Convolutional Neural Networks for Solving Parametric PDEs on Irregular Domain☆81Updated 3 years ago
- Surrogate Modeling for Fluid Flows Based on Physics-Constrained Label-Free Deep Learning☆79Updated last year
- POD-PINN code and manuscript☆45Updated 4 years ago
- Data-driven Reynolds stress modeling with physics-informed machine learning☆89Updated 5 years ago
- PINN in solving Navier–Stokes equation☆75Updated 4 years ago
- hp-VPINNs: variational physics-informed neural network with domain decomposition is a general framework to solve differential equations☆75Updated 2 years ago
- Uncertainty Quantification of RANS Data-Driven Turbulence Modeling☆54Updated 3 years ago
- Physics-informed neural networks for two-phase flow problems☆48Updated last year
- Proper Orthogonal Decomposition - Radial Basis Function (POD-RBF) Network☆54Updated last year
- A curated list of awesome Machine Learning projects in Fluid Dynamics☆82Updated 2 years ago
- We propose a conservative physics-informed neural network (cPINN) on decompose domains for nonlinear conservation laws. The conservation …☆56Updated last year
- Examples implementing physics-informed neural networks (PINN) in Pytorch☆53Updated 3 years ago
- Physics-Informed Neural Network (PINN) for Solving Coupled PDEs Governing Thermochemical Physics in Bi-Material Systems☆47Updated 3 years ago
- ☆61Updated 5 years ago
- A pytorch implementation of several approaches using PINN to slove turbulent flow☆55Updated 7 months ago
- PINNs for 2D Incompressible Navier-Stokes Equation☆31Updated 5 months ago
- ☆28Updated 2 years ago
- XPINN code written in TensorFlow 2☆26Updated last year
- flowTorch - a Python library for analysis and reduced-order modeling of fluid flows☆134Updated this week
- Physics informed neural network (PINN) for cavity flow governed by Navier-Stokes equation.☆124Updated 4 years ago
- ☆53Updated 10 months ago
- parallel PINNs; RANS equations; spatiotemporal parallel; PINNs☆26Updated 7 months ago
- PINN program for computational mechanics☆82Updated 7 months ago
- ☆93Updated 3 months ago
- Physics Informed Neural Networks: a starting step for CFD specialists☆26Updated 2 years ago
- Basic implementation of physics-informed neural network with pytorch.☆43Updated 2 years ago
- Source code for POD-DL-ROM: enhancing deep learning-based reduced order models for nonlinear parametrized PDEs by proper orthogonal decom…☆27Updated last year
- Physics-guided neural network framework for elastic plates☆32Updated 2 years ago
- A Python package for spectral proper orthogonal decomposition (SPOD).☆101Updated 5 months ago
- Soving heat transfer problems using PINN with tf2.0☆18Updated 3 years ago