Data-Driven Control: Overview
Overview lecture for series on data-driven control. In this lecture, we discuss how machine learning optimization can be used to discover models and effective controllers directly from data.
Book Website: http://databookuw.com
Book PDF: http://databookuw.com/databook.pdf
These lectures follow Chapters 9 & 10 from:
"Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control" by Brunton and Kutz
Amazon: https://www.amazon.com/Data-Driven-Science-Engineering-Learning-Dynamical/dp/1108422098/
Brunton Website: eigensteve.com
Видео Data-Driven Control: Overview канала Steve Brunton
Book Website: http://databookuw.com
Book PDF: http://databookuw.com/databook.pdf
These lectures follow Chapters 9 & 10 from:
"Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control" by Brunton and Kutz
Amazon: https://www.amazon.com/Data-Driven-Science-Engineering-Learning-Dynamical/dp/1108422098/
Brunton Website: eigensteve.com
Видео Data-Driven Control: Overview канала Steve Brunton
Показать
Комментарии отсутствуют
Информация о видео
Другие видео канала
![Data-Driven Control: Linear System Identification](https://i.ytimg.com/vi/6F2YVsT9dOs/default.jpg)
![](https://i.ytimg.com/vi/YO_MGvhXmKQ/default.jpg)
![Data Driven Control: How to Design a Controller When Plant Model is Not Available](https://i.ytimg.com/vi/sNi6nxNx6Vk/default.jpg)
![Machine Learning Control: Genetic Algorithms](https://i.ytimg.com/vi/CZE86BPDqCI/default.jpg)
![Reinforcement Learning: Machine Learning Meets Control Theory](https://i.ytimg.com/vi/0MNVhXEX9to/default.jpg)
![](https://i.ytimg.com/vi/VulYyDveR0E/default.jpg)
![Aaron Ames: "Safety-Critical Control of Autonomous Systems"](https://i.ytimg.com/vi/ZC3T_P_8xpE/default.jpg)
![Sparse Identification of Nonlinear Dynamics for Model Predictive Control](https://i.ytimg.com/vi/MuT2ZzgS4DI/default.jpg)
![Model Predictive Control](https://i.ytimg.com/vi/YwodGM2eoy4/default.jpg)
![Control Bootcamp: Overview](https://i.ytimg.com/vi/Pi7l8mMjYVE/default.jpg)
![What is a Logic Model?](https://i.ytimg.com/vi/-JNIZwSm6ew/default.jpg)
![Controllability [Control Bootcamp]](https://i.ytimg.com/vi/u5Sv7YKAkt4/default.jpg)
![What is Sparsity?](https://i.ytimg.com/vi/v3IlcbDz9eQ/default.jpg)
![Linear Systems [Control Bootcamp]](https://i.ytimg.com/vi/nyqJJdhReiA/default.jpg)
![Oxford Mathematician explains SIR Disease Model for COVID-19 (Coronavirus)](https://i.ytimg.com/vi/NKMHhm2Zbkw/default.jpg)
![Data-Driven Control: Balanced Truncation and BPOD Example](https://i.ytimg.com/vi/TSvijVOVtXs/default.jpg)
![Dynamic Mode Decomposition (Overview)](https://i.ytimg.com/vi/sQvrK8AGCAo/default.jpg)
![J. Nathan Kutz: "Coordinates, governing equations and limits of model discovery"](https://i.ytimg.com/vi/2KFSJOKwzoc/default.jpg)
![The Fast Fourier Transform (FFT)](https://i.ytimg.com/vi/E8HeD-MUrjY/default.jpg)
![Data-Driven Control: Balanced Proper Orthogonal Decomposition](https://i.ytimg.com/vi/1YfU0E1V60I/default.jpg)