arbabiha / StochasticModelingwDataLinks
Data-driven modeling of chaotic systems in the form of SDEs and nonlinear observation maps
☆18Updated 4 years ago
Alternatives and similar repositories for StochasticModelingwData
Users that are interested in StochasticModelingwData are comparing it to the libraries listed below
Sorting:
- ☆28Updated 7 years ago
- A Sensitivity and uncertainty analysis toolbox for Python based on the generalized polynomial chaos method☆80Updated last month
- Computing the discrete spectrum of the Koopman operator using Dynamic Mode Decomposition☆10Updated 5 years ago
- ☆41Updated 7 years ago
- Demo implementation of Learning Koopman Invariant Subspaces for Dynamic Mode Decomposition☆40Updated 3 years ago
- Koopman Mode Decomposition☆72Updated 8 years ago
- Learning unknown ODE models with Gaussian processes☆26Updated 7 years ago
- Code repository for the paper "Learning partial differential equations for biological transport models from noisy spatiotemporal data"☆10Updated 6 years ago
- SINDy (Sparse Identification of Nonlinear Dynamics) algorithms☆78Updated 2 years ago
- Extended Dynamic Mode Decomposition for system identification from time series data (with dictionary learning, control and streaming opti…☆30Updated 10 months 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
- Codes for Linear and Nonlinear Disambiguation Optimization (LANDO)☆29Updated 3 years ago
- ☆21Updated 4 years ago
- ☆14Updated 2 years ago
- implicit-SINDy code example from paper "Inferring Biological Networks by Sparse Identification fo Nonlinear Dynamics" http://ieeexplore.i…☆30Updated 7 years ago
- Source code of: "Manifold learning-based polynomial chaos expansions for high-dimensional surrogate models".☆37Updated 3 years ago
- Sparsity-promoting Kernel Dynamic Mode Decomposition for Nonlinear Dynamical Systems☆30Updated 3 years ago
- Consistent Koopman Autoencoders☆74Updated 2 years ago
- Example code for paper: Automatic Differentiation to Simultaneously Identify Nonlinear Dynamics and Extract Noise Probability Distributio…☆56Updated 3 years ago
- ☆29Updated 2 years ago
- Linear and non-linear spectral forecasting algorithms☆137Updated 4 years ago
- Bayesian Dynamic Mode Decomposition (Bayesian DMD)☆18Updated 3 years ago
- Software to train neural networks via Koopman operator theory (see Dogra and Redman "Optimizing Neural Networks via Koopman Operator Theo…☆21Updated 2 years ago
- ☆14Updated 3 years ago
- Data-driven dynamical systems toolbox.☆74Updated last week
- PySensors is a Python package for sparse sensor placement☆93Updated this week
- Dynamic Mode Decomposition☆59Updated 8 years ago
- Multistep Neural Networks for Data-driven Discovery of Nonlinear Dynamical Systems☆63Updated 5 years ago
- Reduced-order modelling using an atlas of charts☆27Updated 2 years ago
- AI4Science: Python/Matlab implementation of online and window dynamic mode decomposition (Online DMD and Window DMD)☆43Updated 2 years ago