bstollnitz / sindy
This project discovers equations from data using SINDy (sparse identification on nonlinear dynamics).
☆10Updated 2 years ago
Alternatives and similar repositories for sindy:
Users that are interested in sindy are comparing it to the libraries listed below
- ☆27Updated 4 years ago
- ☆19Updated 3 years ago
- ☆10Updated last year
- ☆41Updated 3 years ago
- Research/development of physics-informed neural networks for dynamic systems☆16Updated 2 months ago
- Physcial Informed Extreme Learning Machine(PIELM) method to solve PDEs, such as Possion problem☆13Updated last month
- Sparse Identification of Nonlinear Dynamics for Boundary Value Problems☆12Updated 3 years ago
- AI4Science: Python/Matlab implementation of online and window dynamic mode decomposition (Online DMD and Window DMD)☆39Updated 2 years ago
- PySINDy GUI☆37Updated last year
- AleksandarHaber / Subspace-Identification-State-Space-System-Identification-of-Dynamical-Systems-and-Time-Series-☆41Updated 10 months ago
- Physics-informed learning of governing equations from scarce data☆11Updated 3 years ago
- Data-driven reduced order modeling for nonlinear dynamical systems☆53Updated 2 months ago
- ☆13Updated 4 years ago
- SINDy-SA Framework: Enhancing nonlinear system identification with sensitivity analysis☆11Updated 2 years ago
- Flow field reconstruction and prediction of the 2D cylinder flow using data-driven physics-informed neural network combined with Long Sho…☆10Updated 2 months ago
- mathLab mirror of Python Dynamic Mode Decomposition☆79Updated 3 months ago
- ☆56Updated last year
- Koopman Reduced-Order Nonlinear Identification and Control☆85Updated 4 years ago
- Compressive dynamic mode decomposition with control for compressive system identification☆38Updated 7 years ago
- A toolbox for Sequential Bayesian Inference in uncertain nonlinear dynamic systems.☆11Updated 9 months ago
- Transformed Generative Pre-Trained Physics-Informed Neural Networks (TGPT-PINN), a framework that extends Physics-Informed Neural Network…☆11Updated 9 months ago
- ☆10Updated 3 years ago
- Tackling the Curse of Dimensionality with Physics-Informed Neural Networks☆11Updated 8 months ago
- SINDy-PI: A Robust Algorithm for Parallel Implicit Sparse Identification of Nonlinear Dynamics☆137Updated 3 years ago
- the proper orthogonal decomposition(POD) and dynamic mode decomposition(DMD) methods☆14Updated 5 years ago
- ☆11Updated last month
- This repository contains all the work developed in the context of the Master Thesis dissertation entitled Model Predictive Control for Wa…☆23Updated 2 years ago
- Koopman Mode Decomposition☆71Updated 7 years ago
- STONEHENGE is an ensemble of Matlab and C++ codes for nonlinear dynamic analysis of vibration energy harvesting systems.☆16Updated 5 months ago
- Sample codes of CNN-SINDy based reduced-order modeling for fluid flows by Fukami et al., JFM 2021.☆23Updated 3 years ago