Raocp / PINN-laminar-flow
Physics-informed neural network for solving fluid dynamics problems
☆216Updated 4 years ago
Alternatives and similar repositories for PINN-laminar-flow:
Users that are interested in PINN-laminar-flow are comparing it to the libraries listed below
- Physics informed neural network (PINN) for cavity flow governed by Navier-Stokes equation.☆133Updated 4 years ago
- Using Physics-Informed Deep Learning (PIDL) techniques (W-PINNs-DE & W-PINNs) to solve forward and inverse hydrodynamic shock-tube proble…☆169Updated 2 years ago
- Implementation of the paper "Self-Adaptive Physics-Informed Neural Networks using a Soft Attention Mechanism" [AAAI-MLPS 2021]☆210Updated 3 years ago
- A pytorch implementaion of physics informed neural networks for two dimensional NS equation☆131Updated 11 months ago
- PINN in solving Navier–Stokes equation☆88Updated 4 years ago
- physics-informed neural network for elastodynamics problem☆132Updated 3 years ago
- A Physics-Informed Neural Network to solve 2D steady-state heat equations.☆131Updated last month
- A place to share problems solved with SciANN☆270Updated last year
- PINN (Physics-Informed Neural Networks) on Navier-Stokes Equations☆88Updated 2 years ago
- Implementation of PINNs in TensorFlow 2☆75Updated last year
- Physics-informed convolutional-recurrent neural networks for solving spatiotemporal PDEs☆145Updated 10 months ago
- Extended Physics-Informed Neural Networks (XPINNs): A Generalized Space-Time Domain Decomposition Based Deep Learning Framework for Nonli…☆180Updated 2 years ago
- Physics Informed Neural Network (PINN) for the wave equation.☆152Updated 4 years ago
- ☆322Updated 2 years ago
- Non-adaptive and residual-based adaptive sampling for PINNs☆65Updated 2 years ago
- PINN program for computational mechanics☆104Updated 11 months ago
- DeepONet & FNO (with practical extensions)☆269Updated last year
- ☆194Updated 3 years ago
- gPINN: Gradient-enhanced physics-informed neural networks☆84Updated 2 years ago
- DeepXDE and PINN☆100Updated 2 years ago
- Simple PyTorch Implementation of Physics Informed Neural Network (PINN)☆288Updated 8 months ago
- Examples implementing physics-informed neural networks (PINN) in Pytorch☆62Updated 3 years ago
- A large-scale benchmark for machine learning methods in fluid dynamics☆163Updated 3 months ago
- TensorFlow 2.0 implementation of Maziar Raissi's Physics Informed Neural Networks (PINNs).☆256Updated last year
- Physics Informed Neural Network (PINN) for Burgers' equation.☆69Updated 6 months ago
- 一个简易的模块化物理信息神经网络实现(PINN)☆33Updated 6 months ago
- Physics-Informed Neural Network (PINN) for Solving Coupled PDEs Governing Thermochemical Physics in Bi-Material Systems☆51Updated 4 years ago
- Physics-informed neural networks for two-phase flow problems☆51Updated 2 years ago
- ☆121Updated 2 years ago
- ☆184Updated last year