PredictiveIntelligenceLab / MultiscalePINNsLinks
☆141Updated 2 years ago
Alternatives and similar repositories for MultiscalePINNs
Users that are interested in MultiscalePINNs are comparing it to the libraries listed below
Sorting:
- ☆210Updated 3 years ago
- ☆165Updated last year
- Implementation of the paper "Self-Adaptive Physics-Informed Neural Networks using a Soft Attention Mechanism" [AAAI-MLPS 2021]☆229Updated 3 years ago
- ☆97Updated 3 years ago
- Characterizing possible failure modes in physics-informed neural networks.☆135Updated 3 years ago
- Physics-informed convolutional-recurrent neural networks for solving spatiotemporal PDEs☆150Updated last year
- Non-adaptive and residual-based adaptive sampling for PINNs☆78Updated 2 years ago
- hp-VPINNs: variational physics-informed neural network with domain decomposition is a general framework to solve differential equations☆78Updated 2 years ago
- gPINN: Gradient-enhanced physics-informed neural networks☆91Updated 3 years ago
- We propose a conservative physics-informed neural network (cPINN) on decompose domains for nonlinear conservation laws. The conservation …☆70Updated 2 years ago
- physics-informed neural network for elastodynamics problem☆140Updated 3 years ago
- Physics informed neural network (PINN) for cavity flow governed by Navier-Stokes equation.☆146Updated 4 years ago
- Extended Physics-Informed Neural Networks (XPINNs): A Generalized Space-Time Domain Decomposition Based Deep Learning Framework for Nonli…☆193Updated 2 years ago
- PINN in solving Navier–Stokes equation☆102Updated 4 years ago
- Physics-constrained deep learning for high-dimensional surrogate modeling and uncertainty quantification without labeled data☆149Updated 5 years ago
- Implementation of PINNs in TensorFlow 2☆78Updated last year
- PhyGeoNet: Physics-Informed Geometry-Adaptive Convolutional Neural Networks for Solving Parametric PDEs on Irregular Domain☆85Updated 4 years ago
- ☆345Updated 2 years ago
- ☆62Updated 2 years ago
- ☆53Updated 2 years ago
- DeepONet & FNO (with practical extensions)☆300Updated last year
- hPINN: Physics-informed neural networks with hard constraints☆133Updated 3 years ago
- ☆108Updated 4 months ago
- Applications of PINOs☆126Updated 2 years ago
- A pytorch implementaion of physics informed neural networks for two dimensional NS equation☆146Updated last year
- Here I will try to implement the solution of PDEs using PINN on pytorch for educational purpose☆49Updated 2 years ago
- ☆131Updated 7 months ago
- Basic implementation of physics-informed neural network with pytorch.☆68Updated 2 years ago
- Deep learning library for solving differential equations on top of PyTorch.☆61Updated 4 years ago
- Physics-informed learning of governing equations from scarce data☆144Updated last year