william-redman / Koopman-Neural-Network-TrainingLinks
Software to train neural networks via Koopman operator theory (see Dogra and Redman "Optimizing Neural Networks via Koopman Operator Theory" NeurIPS 2020 for details).
☆21Updated 2 years ago
Alternatives and similar repositories for Koopman-Neural-Network-Training
Users that are interested in Koopman-Neural-Network-Training are comparing it to the libraries listed below
Sorting:
- Data-driven dynamical systems toolbox.☆74Updated last week
- Example code for paper: Automatic Differentiation to Simultaneously Identify Nonlinear Dynamics and Extract Noise Probability Distributio…☆56Updated 3 years ago
- Sparse Identification of Nonlinear Dynamics for Hybrid Systems☆25Updated 6 years ago
- SINDy-PI: A Robust Algorithm for Parallel Implicit Sparse Identification of Nonlinear Dynamics☆151Updated 4 years ago
- Code for ResDMD: data-driven spectral properties of Koopman Operators☆37Updated last year
- ☆29Updated 2 years ago
- SINDy (Sparse Identification of Nonlinear Dynamics) algorithms☆78Updated 2 years ago
- ☆21Updated 4 years ago
- Codes for Linear and Nonlinear Disambiguation Optimization (LANDO)☆29Updated 3 years ago
- ☆41Updated 7 years ago
- Multistep Neural Networks for Data-driven Discovery of Nonlinear Dynamical Systems☆63Updated 5 years ago
- Koopman Mode Decomposition☆72Updated 8 years ago
- Learning unknown ODE models with Gaussian processes☆26Updated 7 years ago
- Methods and code for J. L. Callaham, J. N. Kutz, B. W. Brunton, and S. L. Brunton (2020)☆57Updated 4 years ago
- Sparsity-promoting Kernel Dynamic Mode Decomposition for Nonlinear Dynamical Systems☆30Updated 3 years ago
- ☆45Updated 3 years ago
- Port-Hamiltonian Approach to Neural Network Training☆24Updated 5 years ago
- AI4Science: Python/Matlab implementation of online and window dynamic mode decomposition (Online DMD and Window DMD)☆43Updated 2 years ago
- A Python package to learn the Koopman operator.☆60Updated 8 months ago
- neural networks to learn Koopman eigenfunctions☆422Updated last year
- MATLAB codes for physics-informed dynamic mode decomposition (piDMD)☆155Updated last year
- ☆28Updated 7 years ago
- ☆72Updated 4 years ago
- A package for the sparse identification of nonlinear dynamical systems from data☆11Updated 5 years ago
- Scripts and notebooks to accompany the book Data-Driven Methods for Dynamic Systems☆126Updated 4 months ago
- Koopman Reduced-Order Nonlinear Identification and Control☆90Updated 5 years ago
- ☆42Updated 5 years ago
- Numerical Gaussian Processes for Time-dependent and Non-linear Partial Differential Equations☆69Updated 5 years ago
- AutoKoopman - automated Koopman operator methods for data-driven dynamical systems analysis and control.☆76Updated last year
- implicit-SINDy code example from paper "Inferring Biological Networks by Sparse Identification fo Nonlinear Dynamics" http://ieeexplore.i…☆30Updated 7 years ago