BethanyL / DeepKoopmanLinks
neural networks to learn Koopman eigenfunctions
☆426Updated last year
Alternatives and similar repositories for DeepKoopman
Users that are interested in DeepKoopman are comparing it to the libraries listed below
Sorting:
- A package for computing data-driven approximations to the Koopman operator.☆376Updated 10 months ago
- ☆368Updated 3 years ago
- A general-purpose Python package for Koopman theory using deep learning.☆108Updated 7 months ago
- A Python package to learn the Koopman operator.☆61Updated 9 months ago
- A library for Koopman Neural Operator with Pytorch.☆302Updated 11 months ago
- Code for our paper "Hamiltonian Neural Networks"☆480Updated 4 years ago
- SINDy-PI: A Robust Algorithm for Parallel Implicit Sparse Identification of Nonlinear Dynamics☆152Updated 4 years ago
- Data-driven dynamical systems toolbox.☆75Updated last month
- Software to train neural networks via Koopman operator theory (see Dogra and Redman "Optimizing Neural Networks via Koopman Operator Theo…☆21Updated 2 years ago
- Lagrangian Neural Networks☆511Updated last year
- ☆258Updated 2 years ago
- Consistent Koopman Autoencoders☆74Updated 2 years ago
- ☆41Updated 7 years ago
- AutoKoopman - automated Koopman operator methods for data-driven dynamical systems analysis and control.☆78Updated last year
- Demo implementation of Learning Koopman Invariant Subspaces for Dynamic Mode Decomposition☆40Updated 3 years ago
- Transformers for modeling physical systems☆143Updated 2 years ago
- Koopman Reduced-Order Nonlinear Identification and Control☆90Updated 5 years ago
- Koopman Mode Decomposition☆73Updated 8 years ago
- Discovers high dimensional models from 1D data using deep delay autoencoders☆37Updated 2 years ago
- Neural Networks with Physics-Informed Architectures and Constraints for Dynamical Systems Modeling☆51Updated 3 years ago
- MATLAB codes for physics-informed dynamic mode decomposition (piDMD)☆158Updated last year
- ☆189Updated 5 months ago
- Code and files related to random side projects☆21Updated 3 years ago
- A framework for neural network control of dynamical systems over graphs.☆57Updated 2 years ago
- Python Dynamic Mode Decomposition☆1,034Updated last month
- This gym provides implementations of various PDEs for easy testing and comparison of data-driven and classical PDE control algorithms.☆32Updated 2 months ago
- mathLab mirror of Python Dynamic Mode Decomposition☆104Updated 6 months ago
- ☆88Updated 2 years ago
- Codes for Linear and Nonlinear Disambiguation Optimization (LANDO)☆29Updated 3 years ago
- Code for the paper "Learning Differential Equations that are Easy to Solve"☆282Updated 3 years ago