caidao22 / pnode
A Python library for training neural ODEs.
☆19Updated last week
Related projects ⓘ
Alternatives and complementary repositories for pnode
- Scientific Machine Learning Tutorials☆36Updated 3 years ago
- Update PDEKoopman code to Tensorflow 2☆22Updated 3 years ago
- The unsupervised learning problem trains a diffeomorphic spatio-temporal grid, that registers the output sequence of the PDEs onto a non-…☆17Updated 2 years ago
- Source code for the paper "Data-driven reduced-order models via regularised Operator Inference for a single-injector combustion process" …☆28Updated 2 years ago
- Nonlinear proper orthogonal decomposition for convection-dominated flows☆13Updated 3 years ago
- Code repository for "Learned Turbulence Modelling with Differentiable Fluid Solvers"☆35Updated 2 years ago
- ☆46Updated last year
- Repository for data and scripts of "Automating Turbulence Modeling by Multi-Agent Reinforcement Learning"☆28Updated 4 years ago
- ☆31Updated last year
- Pseudospectral Kolmogorov Flow Solver☆34Updated last year
- Using NVIDIA modulus for airfoil optimizations at different angles.☆23Updated last year
- Tensor Basis Neural Network for Scalar Mixing☆10Updated last year
- ☆9Updated last year
- ☆32Updated this week
- Model-Order Reduction Framework for Nek5000☆13Updated last month
- In computational fluid dynamics (CFD), the SIMPLE algorithm is a widely used numerical procedure to solve the Navier–Stokes equations. SI…☆13Updated 4 years ago
- One-dimensional unsteady compressible reacting flow simulation framework, designed for simple prototyping and testing of novel reduced-or…☆26Updated 11 months ago
- The algorithmic differentation tool pyadjoint and add-ons.☆91Updated this week
- Sandia Uncertainty Quantification Toolkit☆74Updated 7 months ago
- Dimension reduced surrogate construction for parametric PDE maps☆36Updated 3 months ago
- Spanwise-averaged Navier–Stokes modelling through convolutional neural network☆14Updated 6 months ago
- Python interface for libROM, library for reduced order models☆57Updated this week
- Using OpenFOAM with SmartSim. This example implements a streaming version of the TensorFlowFOAM work☆24Updated 2 years ago
- Numerical Gaussian Processes for Time-dependent and Non-linear Partial Differential Equations☆66Updated 4 years ago
- A library for dimensionality reduction on spatial-temporal PDE☆59Updated 7 months ago
- Reference implementation for the Hasegawa-Wakatani model of plasma turbulence inside nuclear fusion reactors in two dimensions☆19Updated 3 months ago
- Data-driven Geometric Multi-Grid solver for the discrete Poisson equation☆37Updated 2 years ago
- Derivative-Informed Neural Operator: An Efficient Framework for High-Dimensional Parametric Derivative Learning☆18Updated 10 months ago
- ☆28Updated 9 months ago
- PyMGRIT is a package for the Multigrid-Reduction-in-Time (MGRIT) algorithm in Python.☆17Updated 2 years ago