andreikitaitsev / SymINDyLinks
Symbolic Identification of Non-linear Dynamics. The method generalizes the SINDy algorithm by combining sparse and genetic-programming-based symbolic regression.
☆78Updated 3 years ago
Alternatives and similar repositories for SymINDy
Users that are interested in SymINDy are comparing it to the libraries listed below
Sorting:
- Example code for paper: Automatic Differentiation to Simultaneously Identify Nonlinear Dynamics and Extract Noise Probability Distributio…☆59Updated 3 years ago
- SINDy (Sparse Identification of Nonlinear Dynamics) algorithms☆79Updated 2 years ago
- SINDy-PI: A Robust Algorithm for Parallel Implicit Sparse Identification of Nonlinear Dynamics☆153Updated 4 years ago
- Methods for numerical differentiation of noisy data in python☆126Updated last week
- Data-driven dynamical systems toolbox.☆77Updated 2 weeks ago
- Data-driven reduced order modeling for nonlinear dynamical systems☆91Updated 4 months ago
- ☆28Updated 3 years ago
- An RL-Gym for Challenge Problems in Data-Driven Modeling and Control of Fluid Dynamics.☆81Updated 3 months ago
- PySINDy GUI☆44Updated 2 years ago
- Codes for Linear and Nonlinear Disambiguation Optimization (LANDO)☆31Updated 3 years ago
- Scripts and notebooks to accompany the book Data-Driven Methods for Dynamic Systems☆148Updated last week
- ☆41Updated 7 years ago
- Sparse Identification of Nonlinear Dynamics for Hybrid Systems☆26Updated 7 years ago
- Methods and code for J. L. Callaham, J. N. Kutz, B. W. Brunton, and S. L. Brunton (2020)☆59Updated 4 years ago
- mathLab mirror of Python Dynamic Mode Decomposition☆107Updated 8 months ago
- PINNs-JAX, Physics-informed Neural Networks (PINNs) implemented in JAX.☆55Updated last year
- PySensors is a Python package for sparse sensor placement☆106Updated 2 weeks ago
- Stochastic Optimization under Uncertainty in Python.☆36Updated 5 months ago
- This repository contains lecture notes and codes for the course "Computational Methods for Data Science"☆53Updated 4 years ago
- Data Science for Dynamical System Course☆132Updated this week
- a collection of modern sparse (regularized) linear regression algorithms.☆65Updated 5 years ago
- ATHENA: Advanced Techniques for High dimensional parameter spaces to Enhance Numerical Analysis☆55Updated 2 years ago
- Code for ResDMD: data-driven spectral properties of Koopman Operators☆40Updated last year
- MATLAB codes for physics-informed dynamic mode decomposition (piDMD)☆161Updated last year
- A package for computing data-driven approximations to the Koopman operator.☆387Updated last year
- Operator Inference for data-driven, non-intrusive model reduction of dynamical systems.☆75Updated 2 weeks ago
- Computation of invariant manifolds in high-dimensional mechanics problems☆27Updated 2 years ago
- A Python package to learn the Koopman operator.☆63Updated last week
- Empowering extended Kalman filter (EKF) with Sparse Identification of Nonlinear Dynamics (SINDy)☆64Updated 6 months ago
- Koopman operator identification library in Python, compatible with `scikit-learn`☆98Updated last month