dynamicslab / deep-learning-fluidsLinks
A collection of codes and references for deep learning in fluid dynamics
☆18Updated 4 years ago
Alternatives and similar repositories for deep-learning-fluids
Users that are interested in deep-learning-fluids are comparing it to the libraries listed below
Sorting:
- This codes calculates the dimensionalized POD and uses SINDy from the PySINDy python package to build a data-driven model for it. The cod…☆20Updated 4 years ago
- Code for "Nonlinear stochastic modeling with Langevin regression" J. L. Callaham, J.-C. Loiseau, G. Rigas, and S. L. Brunton☆26Updated 3 years ago
- Solve the advection diffusion equations looped into an optimization problem with JAX/autodiff☆12Updated 4 months ago
- Numerical Gaussian Processes for Time-dependent and Non-linear Partial Differential Equations☆69Updated 5 years ago
- Generalized sparse regression for continuous and discrete data☆12Updated this week
- ☆54Updated 2 years ago
- ☆16Updated last year
- Physics Informed Sparse Identification of Nonlinear Dynamics☆10Updated 8 months ago
- Methods and code for J. L. Callaham, J. N. Kutz, B. W. Brunton, and S. L. Brunton (2020)☆57Updated 4 years ago
- Sparsity-promoting Kernel Dynamic Mode Decomposition for Nonlinear Dynamical Systems☆30Updated 3 years ago
- ATHENA: Advanced Techniques for High dimensional parameter spaces to Enhance Numerical Analysis☆55Updated 2 years ago
- A set of Python notebooks to introduce the fundamentals of numerical programming using extensive examples from engineering.☆34Updated 4 years ago
- ☆17Updated 8 months ago
- Pseudospectral Kolmogorov Flow Solver☆40Updated last year
- Notes and examples on how to solve partial differential equations with numerical methods, using Python.☆36Updated 2 years ago
- Multistep Neural Networks for Data-driven Discovery of Nonlinear Dynamical Systems☆63Updated 5 years ago
- Multi Fidelity Monte Carlo☆24Updated 5 years ago
- The unsupervised learning problem trains a diffeomorphic spatio-temporal grid, that registers the output sequence of the PDEs onto a non-…☆19Updated 3 years ago
- Convolutional Solvers for Partial Differential Equations☆28Updated 5 years ago
- Scientific Machine Learning Tutorials☆39Updated 3 years ago
- Compressible Euler equations solved with finite volume implemented in JAX, plugged into an optimization loop☆21Updated 4 months ago
- Operator Inference for data-driven, non-intrusive model reduction of dynamical systems.☆74Updated 2 months ago
- Deep renormalized Mori-Zwanzig (DrMZ) Julia package.☆17Updated 2 years ago
- Spectral solution for 2D Navier-Stokes equations☆14Updated 8 years ago
- Introduction to JAX Workshop @ ETH Zurich, 25 June 2024☆36Updated 4 months ago
- A short course in pseudospectral collocation methods for wave equations, with implementations in Python.