lanl / SEPIALinks
Simulation-Enabled Prediction, Inference, and Analysis: physics-informed statistical learning.
☆35Updated 2 years ago
Alternatives and similar repositories for SEPIA
Users that are interested in SEPIA are comparing it to the libraries listed below
Sorting:
- Scientific Machine Learning Tutorials☆40Updated 4 years ago
- Convolutional Solvers for Partial Differential Equations☆27Updated 5 years ago
- A short course in pseudospectral collocation methods for wave equations, with implementations in Python.☆63Updated 2 months 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
- Learning Green's functions of partial differential equations with deep learning.☆72Updated last year
- An implementation of the 1. Parallel, 2. Streaming, 3. Randomized SVD using MPI4Py☆64Updated 4 years ago
- Numerical Gaussian Processes for Time-dependent and Non-linear Partial Differential Equations☆69Updated 5 years ago
- Machine learning algorithms for discovering dimensionless groups from simulation and experimental data☆13Updated 3 years ago
- Flexible and efficient tools for high-dimensional approximation, scientific machine learning and uncertainty quantification.☆65Updated last week
- Sandia Uncertainty Quantification Toolkit☆84Updated 11 months ago
- Python-based Derivative-Free Optimizer for Least-Squares☆42Updated 3 weeks ago
- Stiff Neural Ordinary Differential Equations☆35Updated 2 years ago
- Dynamic Mode Decomposition☆61Updated 8 years ago
- Update PDEKoopman code to Tensorflow 2☆23Updated 4 years ago
- A Python library for training neural ODEs.☆25Updated 9 months ago
- a collection of modern sparse (regularized) linear regression algorithms.☆65Updated 5 years ago
- Innovative, efficient, and computational-graph-based finite element simulator for inverse modeling☆85Updated 4 years ago
- ☆51Updated last week
- Automatic-Differentiation-Enabled Plasma Transport in JAX☆33Updated this week
- Differentiable interface to FEniCS for JAX☆58Updated 4 years ago
- Python 3 version of FabSim☆27Updated 2 months ago
- ☆100Updated last month
- Differentiable interface to FEniCS for PyMC3☆22Updated 2 years ago
- The Toolkit for Adaptive Stochastic Modeling and Non-Intrusive ApproximatioN☆72Updated 2 weeks ago
- Pytorch implementation of the DeepMoD algorithm: [arXiv:1904.09406]☆33Updated 2 years ago
- Introduction to declarative PDE solvers☆42Updated 4 years ago
- ☆54Updated 2 years ago
- Python package for analyzing and representing droplets and emulsions☆12Updated last month
- Dimension reduced surrogate construction for parametric PDE maps☆38Updated 2 months ago
- ☆21Updated 5 years ago