MLDS-NUS / KoopmanDLLinks
Learning Koopman operator by EDMD with trainable dictionary
☆26Updated 3 years ago
Alternatives and similar repositories for KoopmanDL
Users that are interested in KoopmanDL are comparing it to the libraries listed below
Sorting:
- AutoKoopman - automated Koopman operator methods for data-driven dynamical systems analysis and control.☆78Updated last year
- ☆23Updated 3 years ago
- ☆45Updated 3 years ago
- SINDy-PI: A Robust Algorithm for Parallel Implicit Sparse Identification of Nonlinear Dynamics☆152Updated 4 years ago
- Gaussian Process Regression Techniques - The source code corresponding to the Ph.D. thesis.☆72Updated 8 years ago
- Koopman Reduced-Order Nonlinear Identification and Control☆90Updated 5 years ago
- ☆14Updated 3 years ago
- A general-purpose Python package for Koopman theory using deep learning.☆106Updated 6 months ago
- Data-driven dynamical systems toolbox.☆74Updated last month
- A framework for neural network control of dynamical systems over graphs.☆57Updated 2 years ago
- AI4Science: Python/Matlab implementation of online and window dynamic mode decomposition (Online DMD and Window DMD)☆43Updated 2 years ago
- Example code for paper: Automatic Differentiation to Simultaneously Identify Nonlinear Dynamics and Extract Noise Probability Distributio…☆56Updated 3 years ago
- A python implementation of Physics-informed Spline Learning for nonlinear dynamics discovery.☆27Updated 3 years ago
- ☆41Updated 7 years ago
- Tutorial on Gaussian Processes☆62Updated 5 years ago
- Koopman operator identification library in Python, compatible with `scikit-learn`☆85Updated last month
- mathLab mirror of Python Dynamic Mode Decomposition☆101Updated 5 months ago
- implicit-SINDy code example from paper "Inferring Biological Networks by Sparse Identification fo Nonlinear Dynamics" http://ieeexplore.i…☆30Updated 7 years ago
- IIB Master's Project: Deep Learning for Koopman Optimal Predictive Control☆47Updated 4 years ago
- Material for the tutorial on "Physics-Informed Machine Learning (PIML) for Modeling and Control of Dynamical Systems" presented at the Am…☆19Updated last year
- Compressive dynamic mode decomposition with control for compressive system identification☆40Updated 7 years ago
- MATLAB codes for physics-informed dynamic mode decomposition (piDMD)☆157Updated last year
- Gaussian Process Regression using GPML toolbox☆35Updated 5 years ago
- A library for Koopman Neural Operator with Pytorch.☆302Updated 10 months ago
- Data-driven reduced order modeling for nonlinear dynamical systems☆85Updated 2 months ago
- Matlab implementation of online and window dynamic mode decomposition algorithms☆13Updated 4 years ago
- ☆88Updated 2 years ago
- Deep learning assisted dynamic mode decomposition☆20Updated 3 years ago
- ☆10Updated 2 years ago
- ☆36Updated 8 months ago