andreikitaitsev / SymINDyLinks
Symbolic Identification of Non-linear Dynamics. The method generalizes the SINDy algorithm by combining sparse and genetic-programming-based symbolic regression.
☆83Updated 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-PI: A Robust Algorithm for Parallel Implicit Sparse Identification of Nonlinear Dynamics☆157Updated 4 years ago
- SINDy (Sparse Identification of Nonlinear Dynamics) algorithms☆79Updated 3 years ago
- Data-driven dynamical systems toolbox.☆78Updated last month
- Codes for Linear and Nonlinear Disambiguation Optimization (LANDO)☆31Updated 3 years ago
- PySINDy GUI☆46Updated 2 years ago
- Scripts and notebooks to accompany the book Data-Driven Methods for Dynamic Systems☆151Updated last month
- An RL-Gym for Challenge Problems in Data-Driven Modeling and Control of Fluid Dynamics.☆88Updated 4 months ago
- Data-driven reduced order modeling for nonlinear dynamical systems☆97Updated last month
- Methods and code for J. L. Callaham, J. N. Kutz, B. W. Brunton, and S. L. Brunton (2020)☆59Updated 4 years ago
- ☆42Updated 7 years ago
- Methods for numerical differentiation of noisy data in python☆128Updated last week
- PySensors is a Python package for sparse sensor placement☆108Updated last month
- A package for computing data-driven approximations to the Koopman operator.☆397Updated last year
- mathLab mirror of Python Dynamic Mode Decomposition☆110Updated 9 months ago
- PINNs-JAX, Physics-informed Neural Networks (PINNs) implemented in JAX.☆56Updated last year
- Sparse Identification of Nonlinear Dynamics for Hybrid Systems☆26Updated 7 years ago
- ☆28Updated 3 years ago
- A general-purpose Python package for Koopman theory using deep learning.☆116Updated 2 months ago
- Example problems in Physics informed neural network in JAX☆82Updated 2 years ago
- Empowering extended Kalman filter (EKF) with Sparse Identification of Nonlinear Dynamics (SINDy)☆67Updated 7 months ago
- Stochastic Optimization under Uncertainty in Python.☆36Updated 6 months ago
- Koopman operator identification library in Python, compatible with `scikit-learn`☆99Updated 2 months ago
- MATLAB codes for physics-informed dynamic mode decomposition (piDMD)☆161Updated last year
- A package for the sparse identification of nonlinear dynamical systems from data☆10Updated 5 years ago
- Data Science for Dynamical System Course☆143Updated 2 weeks ago
- Code for "Nonlinear stochastic modeling with Langevin regression" J. L. Callaham, J.-C. Loiseau, G. Rigas, and S. L. Brunton☆26Updated 3 years ago
- Code for ResDMD: data-driven spectral properties of Koopman Operators☆40Updated last year
- A Python package to learn the Koopman operator.☆64Updated 2 weeks ago
- Computation of invariant manifolds in high-dimensional mechanics problems☆27Updated 2 years ago