haller-group / SSMLearnPyLinks
Data-driven reduced order modeling for nonlinear dynamical systems
☆34Updated 3 weeks ago
Alternatives and similar repositories for SSMLearnPy
Users that are interested in SSMLearnPy are comparing it to the libraries listed below
Sorting:
- Data-driven reduced order modeling for nonlinear dynamical systems☆94Updated 2 weeks ago
- Computation of invariant manifolds in high-dimensional mechanics problems☆28Updated last year
- SINDy-PI: A Robust Algorithm for Parallel Implicit Sparse Identification of Nonlinear Dynamics☆154Updated 4 years ago
- Koopman Reduced-Order Nonlinear Identification and Control☆92Updated 5 years ago
- Code for ResDMD: data-driven spectral properties of Koopman Operators☆40Updated last year
- Compressive dynamic mode decomposition with control for compressive system identification☆41Updated 7 years ago
- An RL-Gym for Challenge Problems in Data-Driven Modeling and Control of Fluid Dynamics.☆86Updated 3 months ago
- Koopman Mode Decomposition☆74Updated 8 years ago
- Methods and code for J. L. Callaham, J. N. Kutz, B. W. Brunton, and S. L. Brunton (2020)☆59Updated 4 years ago
- AutoKoopman - automated Koopman operator methods for data-driven dynamical systems analysis and control.☆79Updated last year
- Data-driven dynamical systems toolbox.☆77Updated 3 weeks ago
- ☆45Updated 4 years ago
- Empowering extended Kalman filter (EKF) with Sparse Identification of Nonlinear Dynamics (SINDy)☆65Updated 6 months ago
- MATLAB codes for physics-informed dynamic mode decomposition (piDMD)☆161Updated last year
- A general-purpose Python package for Koopman theory using deep learning.☆115Updated last month
- Matlab implementation of online and window dynamic mode decomposition algorithms☆13Updated 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
- Example problems in Physics informed neural network in JAX☆82Updated 2 years ago
- A library of tools for computing variants of Dynamic Mode Decomposition☆49Updated 8 years ago
- Computation of invariant manifolds in high-dimensional mechanics problems☆27Updated 2 years ago
- Reduced Order Model Predictive Control☆27Updated 3 years ago
- PySINDy GUI☆44Updated 2 years ago
- Enhancing Dynamic Mode Decomposition using Autoencoder Networks.☆34Updated 4 years ago
- Symbolic Identification of Non-linear Dynamics. The method generalizes the SINDy algorithm by combining sparse and genetic-programming-ba…☆81Updated 3 years ago
- computational adjoint-based shape optimization and optimal control software for python☆60Updated this week
- AleksandarHaber / Subspace-Identification-State-Space-System-Identification-of-Dynamical-Systems-and-Time-Series-☆48Updated 7 months ago
- Constructing linearizing transformations for reduced-order modeling of nonlinear dynamical systems☆11Updated last year
- Codes for Linear and Nonlinear Disambiguation Optimization (LANDO)☆31Updated 3 years ago
- ☆89Updated 2 years ago
- PINNs-JAX, Physics-informed Neural Networks (PINNs) implemented in JAX.☆55Updated last year