cwrowley / dmdtools
A library of tools for computing variants of Dynamic Mode Decomposition
☆46Updated 7 years ago
Alternatives and similar repositories for dmdtools:
Users that are interested in dmdtools are comparing it to the libraries listed below
- combination of sparse identification of nonlinear dynamics with Akaike information criteria☆16Updated 7 years ago
- Koopman Mode Decomposition☆71Updated 7 years ago
- Source code for the paper "Data-driven reduced-order models via regularised Operator Inference for a single-injector combustion process" …☆30Updated 2 years ago
- POD and DMD decomposition of data from fluid dynamics. This work has been produced during my internship at the von Karman Institute for F…☆30Updated 4 years ago
- Computation of invariant manifolds in high-dimensional mechanics problems☆23Updated last year
- Compressive dynamic mode decomposition with control for compressive system identification☆38Updated 7 years ago
- Methods and code for J. L. Callaham, J. N. Kutz, B. W. Brunton, and S. L. Brunton (2020)☆55Updated 4 years ago
- Sample codes of CNN-SINDy based reduced-order modeling for fluid flows by Fukami et al., JFM 2021.☆25Updated 3 years ago
- Python code to calculate proper orthogonal decomposition modes (aka principal components), which are then used to generate reduced order …☆34Updated 9 years ago
- Easy Reduced Basis method☆84Updated 2 weeks ago
- Deep learning framework for model reduction of dynamical systems☆21Updated 4 years ago
- Sparsity-promoting Kernel Dynamic Mode Decomposition for Nonlinear Dynamical Systems☆28Updated 2 years ago
- A Python package for spectral proper orthogonal decomposition (SPOD).☆108Updated 4 months ago
- sparse dynamic mode decomposition in python☆37Updated 9 years ago
- Modred main repository☆78Updated 3 years ago
- A MATLAB package for computing the optimized dynamic mode decomposition (DMD)☆18Updated 6 years ago
- Companion code for Data-Driven Resolvent Analysis☆18Updated 3 years ago
- AI4Science: Python/Matlab implementation of online and window dynamic mode decomposition (Online DMD and Window DMD)☆42Updated 2 years ago
- Operator Inference for data-driven, non-intrusive model reduction of dynamical systems.☆72Updated last week
- A Deep Learning based Approach to Reduced Order Modeling for Turbulent Flow Control using LSTM Neural Networks. arXiv:1804.09269☆41Updated 6 years ago
- ☆24Updated 6 years ago
- Update PDEKoopman code to Tensorflow 2☆23Updated 3 years ago
- Numerical Gaussian Processes for Time-dependent and Non-linear Partial Differential Equations☆67Updated 4 years ago
- Dynamic Mode Decomposition☆58Updated 7 years ago
- Spectral proper orthogonal decomposition in Matlab☆135Updated 6 months ago
- Direct Numerical Simulation of Fluid Flow with IBM Using Python☆29Updated last year
- Solve the 1D forced Burgers equation with high order finite elements and finite difference schemes.☆26Updated 2 years ago
- Supporting code for "Reduced-order modeling of advection-dominated systems with recurrent neural networks and convolutional autoencoders"☆21Updated 4 years ago
- We present a user-friendly open-source Matlab package for stochastic data analysis that enables to perform a standard analysis of given t…☆32Updated 2 years ago
- Data-driven reduced order modeling for nonlinear dynamical systems☆62Updated 3 months ago