NBoulle / greenlearningLinks
Learning Green's functions of partial differential equations with deep learning.
☆71Updated 2 years ago
Alternatives and similar repositories for greenlearning
Users that are interested in greenlearning are comparing it to the libraries listed below
Sorting:
- Efficient and Scalable Physics-Informed Deep Learning and Scientific Machine Learning on top of Tensorflow for multi-worker distributed c…☆117Updated 3 years ago
- Convolutional Solvers for Partial Differential Equations☆27Updated 5 years ago
- ☆55Updated 2 years ago
- A short course in pseudospectral collocation methods for wave equations, with implementations in Python.☆63Updated 3 months ago
- Innovative, efficient, and computational-graph-based finite element simulator for inverse modeling☆87Updated 4 years ago
- ☆42Updated 5 years ago
- ☆45Updated 3 years ago
- Scientific Machine Learning Tutorials☆40Updated 4 years ago
- ☆118Updated 6 years ago
- Distributed Fourier Neural Operators☆31Updated 3 years ago
- Numerical Gaussian Processes for Time-dependent and Non-linear Partial Differential Equations☆69Updated 5 years ago
- Spectral Methods in Python☆60Updated 8 months ago
- Dimension reduced surrogate construction for parametric PDE maps☆38Updated 4 months ago
- PyTorch implementation of GMLS-Nets. Machine learning methods for scattered unstructured data sets. Methods for learning differential op…☆27Updated last month
- Code repository for "Learned Turbulence Modelling with Differentiable Fluid Solvers"☆39Updated 3 years ago
- Stiff Neural Ordinary Differential Equations☆35Updated 2 years ago
- A Python library for training neural ODEs.☆26Updated 10 months ago
- Deep renormalized Mori-Zwanzig (DrMZ) Julia package.☆17Updated 2 years ago
- Differentiable interface to FEniCS for JAX☆58Updated 4 years ago
- Pseudospectral Kolmogorov Flow Solver☆41Updated 2 years ago
- Datasets and code for results presented in the ProbConserv paper☆56Updated last year
- Bootcamp notebooks☆62Updated 5 months ago
- ☆10Updated 2 years ago
- A library for dimensionality reduction on spatial-temporal PDE☆71Updated last week
- ☆21Updated 2 years ago
- ☆29Updated last year
- Example problems in Physics informed neural network in JAX☆82Updated 2 years ago
- Intuitive scientific computing with dimension types for Jax, PyTorch, TensorFlow & NumPy☆94Updated 2 weeks 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
- Code for "Nonlinear stochastic modeling with Langevin regression" J. L. Callaham, J.-C. Loiseau, G. Rigas, and S. L. Brunton☆26Updated 3 years ago