BethanyL / DeepKoopman
neural networks to learn Koopman eigenfunctions
☆386Updated 9 months ago
Alternatives and similar repositories for DeepKoopman:
Users that are interested in DeepKoopman are comparing it to the libraries listed below
- A package for computing data-driven approximations to the Koopman operator.☆325Updated 2 months ago
- ☆341Updated 3 years ago
- A general-purpose Python package for Koopman theory using deep learning.☆91Updated last year
- A library for Koopman Neural Operator with Pytorch.☆257Updated 3 months ago
- ☆239Updated 2 years ago
- SINDy-PI: A Robust Algorithm for Parallel Implicit Sparse Identification of Nonlinear Dynamics☆136Updated 3 years ago
- Data-driven dynamical systems toolbox.☆72Updated this week
- Code for our paper "Hamiltonian Neural Networks"☆442Updated 3 years ago
- Python Dynamic Mode Decomposition☆915Updated 2 weeks ago
- Lagrangian Neural Networks☆473Updated 6 months ago
- A Python package to learn the Koopman operator.☆52Updated last month
- Transformers for modeling physical systems☆132Updated last year
- Consistent Koopman Autoencoders☆67Updated last year
- mathLab mirror of Python Dynamic Mode Decomposition☆78Updated 3 months ago
- ☆262Updated 4 years ago
- ☆41Updated 6 years ago
- Discovers high dimensional models from 1D data using deep delay autoencoders☆29Updated last year
- AutoKoopman - automated Koopman operator methods for data-driven dynamical systems analysis and control.☆63Updated 8 months ago
- MATLAB codes for physics-informed dynamic mode decomposition (piDMD)☆134Updated 10 months ago
- Koopman Reduced-Order Nonlinear Identification and Control☆85Updated 4 years ago
- Linear and non-linear spectral forecasting algorithms☆135Updated 3 years ago
- Deep Hidden Physics Models: Deep Learning of Nonlinear Partial Differential Equations☆275Updated 2 years ago
- ☆83Updated last year
- Example code for paper: Automatic Differentiation to Simultaneously Identify Nonlinear Dynamics and Extract Noise Probability Distributio…☆54Updated 2 years ago
- ☆162Updated 10 months ago
- Software to train neural networks via Koopman operator theory (see Dogra and Redman "Optimizing Neural Networks via Koopman Operator Theo…☆19Updated last year
- A framework for neural network control of dynamical systems over graphs.☆56Updated 2 years ago
- SINDy (Sparse Identification of Nonlinear Dynamics) algorithms☆71Updated 2 years ago
- Demo implementation of Learning Koopman Invariant Subspaces for Dynamic Mode Decomposition☆40Updated 3 years ago
- Code for the paper "Learning Differential Equations that are Easy to Solve"☆273Updated 3 years ago