llnl / LaSDILinks
☆55Updated 2 years ago
Alternatives and similar repositories for LaSDI
Users that are interested in LaSDI are comparing it to the libraries listed below
Sorting:
- Gaussian process-based interpretable latent space dynamics identification through deep autoencoder☆35Updated last month
- ☆30Updated last year
- Numerical Gaussian Processes for Time-dependent and Non-linear Partial Differential Equations☆69Updated 5 years ago
- Operator Inference for data-driven, non-intrusive model reduction of dynamical systems.☆77Updated 2 months ago
- Python interface for libROM, library for reduced order models☆62Updated 4 months ago
- ☆29Updated last year
- Efficient and Scalable Physics-Informed Deep Learning and Scientific Machine Learning on top of Tensorflow for multi-worker distributed c…☆117Updated 3 years ago
- Dimension reduced surrogate construction for parametric PDE maps☆38Updated 4 months ago
- Using NVIDIA modulus for airfoil optimizations at different angles.☆25Updated 2 years ago
- Convolutional Solvers for Partial Differential Equations☆27Updated 5 years ago
- Easy Reduced Basis method☆92Updated last week
- Pseudospectral Kolmogorov Flow Solver☆41Updated 2 years ago
- A Python library for training neural ODEs.☆26Updated 10 months ago
- ☆118Updated 6 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
- A library for dimensionality reduction on spatial-temporal PDE☆71Updated last week
- Derivative-Informed Neural Operator: An Efficient Framework for High-Dimensional Parametric Derivative Learning☆17Updated last year
- A machine learning boosted parallel-in-time differential equation solver framework.☆26Updated 2 years ago
- Example problems in Physics informed neural network in JAX☆82Updated 2 years ago
- Physics-Constrained Bayesian Neural Network for Fluid Flow Reconstruction with Sparse and Noisy Data☆50Updated 5 years ago
- ☆45Updated 3 years ago
- PyTorch-FEniCS interface☆103Updated 4 years ago
- This codes calculates the dimensionalized POD and uses SINDy from the PySINDy python package to build a data-driven model for it. The cod…☆23Updated 4 years ago
- Data-driven model reduction library with an emphasis on large scale parallelism and linear subspace methods☆227Updated last month
- RBniCS - reduced order modelling in FEniCS (legacy)☆114Updated 10 months ago
- ☆42Updated 5 years ago
- ATHENA: Advanced Techniques for High dimensional parameter spaces to Enhance Numerical Analysis☆56Updated 2 years ago
- Learning Green's functions of partial differential equations with deep learning.☆71Updated 2 years ago
- Sparse Physics-based and Interpretable Neural Networks☆52Updated 4 years ago
- Discontinuity Computing Using Physics-Informed Neural Network☆26Updated last year