Matlab files with demo code intended as a companion to the book "Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control" by Steven L. Brunton and J. Nathan Kutz http://www.databookuw.com/
☆329Feb 9, 2024Updated 2 years ago
Alternatives and similar repositories for databook_matlab
Users that are interested in databook_matlab are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- IPython notebooks with demo code intended as a companion to the book "Data-Driven Science and Engineering: Machine Learning, Dynamical Sy…☆1,028Jan 21, 2024Updated 2 years ago
- SINDy-PI: A Robust Algorithm for Parallel Implicit Sparse Identification of Nonlinear Dynamics☆172Aug 3, 2021Updated 5 years ago
- IPython notebooks with demo code intended as a companion to the book "Data-Driven Science and Engineering: Machine Learning, Dynamical Sy…☆170Jan 24, 2022Updated 4 years ago
- ☆311Apr 29, 2020Updated 6 years ago
- Example code for paper: Automatic Differentiation to Simultaneously Identify Nonlinear Dynamics and Extract Noise Probability Distributio…☆58May 20, 2022Updated 4 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- ☆28Jan 12, 2022Updated 4 years ago
- Various finite element implementations for composite laminate plates in MatLab☆11Oct 9, 2017Updated 8 years ago
- A package for the sparse identification of nonlinear dynamical systems from data☆1,887Jun 10, 2026Updated 2 months ago
- ☆50Aug 31, 2021Updated 4 years ago
- All the code needed to learn models from data using Koopman operator approach.☆13Apr 18, 2019Updated 7 years ago
- ☆23Jul 30, 2021Updated 5 years ago
- ☆15Jul 25, 2022Updated 4 years ago
- PySensors is a Python package for sparse sensor placement☆122Feb 17, 2026Updated 6 months ago
- ☆11Mar 31, 2021Updated 5 years ago
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- Supplemental code for "Data-driven Control of Soft Robots Using Koopman Operator Theory," by Daniel Bruder, Xun Fu, R. Brent Gillespie, C…☆84Mar 4, 2020Updated 6 years ago
- a repository of the codes related with the paper published in the journal paper (check the readme file).☆20Aug 5, 2020Updated 6 years ago
- A package for computing data-driven approximations to the Koopman operator.☆446Jan 22, 2026Updated 6 months ago
- ☆15Dec 18, 2023Updated 2 years ago
- Methods and code for J. L. Callaham, J. N. Kutz, B. W. Brunton, and S. L. Brunton (2020)☆62Jan 8, 2021Updated 5 years ago
- ☆14Jan 22, 2022Updated 4 years ago
- Source code for POD-DL-ROM: enhancing deep learning-based reduced order models for nonlinear parametrized PDEs by proper orthogonal decom…☆43Sep 7, 2023Updated 2 years ago
- Extended Dynamic Mode Decomposition for system identification from time series data (with dictionary learning, control and streaming opti…☆32Sep 12, 2024Updated last year
- ☆390Oct 15, 2021Updated 4 years ago
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- Python tools for non-intrusive reduced order modeling☆21Jan 31, 2026Updated 6 months ago
- A data-driven framework for control of nonlinear flows with Koopman Model Predictive Control☆10May 21, 2018Updated 8 years ago
- Matlab Dynamics and Control☆42Aug 20, 2022Updated 3 years ago
- ☆15Apr 5, 2024Updated 2 years ago
- A monte carlo simulation for the performance of composite laminate plates with stochastic material properties.☆13Apr 2, 2020Updated 6 years ago
- A library of tools for computing variants of Dynamic Mode Decomposition☆50Jul 11, 2017Updated 9 years ago
- FEniCS implementation of phase-field fracture model for brittle anisotropic materials☆14Aug 2, 2025Updated last year
- ☆16Mar 8, 2022Updated 4 years ago
- Code for "Nonlinear stochastic modeling with Langevin regression" J. L. Callaham, J.-C. Loiseau, G. Rigas, and S. L. Brunton☆26Feb 24, 2022Updated 4 years ago
- Deploy open-source AI quickly and easily - Special Bonus Offer • AdRunpod Hub is built for open source. One-click deployment and autoscaling endpoints without provisioning your own infrastructure.
- A collection of codes and references for deep learning in fluid dynamics☆19Jun 10, 2021Updated 5 years ago
- Holding opensource codes about research projects related with ML+numerical methods☆12May 11, 2025Updated last year
- Supporting code for "Reduced-order modeling of advection-dominated systems with recurrent neural networks and convolutional autoencoders"☆21Jan 6, 2021Updated 5 years ago
- Dynamic Optimization☆21Mar 20, 2025Updated last year
- AI4Science: Python/Matlab implementation of online and window dynamic mode decomposition (Online DMD and Window DMD)☆47Oct 23, 2022Updated 3 years ago
- Develop a Koopman operator based MPC for controlling a quadrotor☆85Jul 3, 2026Updated last month
- ☆29Jun 7, 2018Updated 8 years ago