Machine Learning Control – Taming Nonlinear Dynamics and Turbulence

Nonfiction, Science & Nature, Science, Physics, Mechanics, Technology, Engineering, Mechanical
Cover of the book Machine Learning Control – Taming Nonlinear Dynamics and Turbulence by Thomas Duriez, Bernd R. Noack, Steven L. Brunton, Springer International Publishing
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: Thomas Duriez, Bernd R. Noack, Steven L. Brunton ISBN: 9783319406244
Publisher: Springer International Publishing Publication: November 2, 2016
Imprint: Springer Language: English
Author: Thomas Duriez, Bernd R. Noack, Steven L. Brunton
ISBN: 9783319406244
Publisher: Springer International Publishing
Publication: November 2, 2016
Imprint: Springer
Language: English

This is the first textbook on a generally applicable control strategy for turbulence and other complex nonlinear systems. The approach of the book employs powerful methods of machine learning for optimal nonlinear control laws. This machine learning control (MLC) is motivated and detailed in Chapters 1 and 2. In Chapter 3, methods of linear control theory are reviewed. In Chapter 4, MLC is shown to reproduce known optimal control laws for linear dynamics (LQR, LQG). In Chapter 5, MLC detects and exploits a strongly nonlinear actuation mechanism of a low-dimensional dynamical system when linear control methods are shown to fail. Experimental control demonstrations from a laminar shear-layer to turbulent boundary-layers are reviewed in Chapter 6, followed by general good practices for experiments in Chapter 7. The book concludes with an outlook on the vast future applications of MLC in Chapter 8. Matlab codes are provided for easy reproducibility of the presented results. The book includes interviews with leading researchers in turbulence control (S. Bagheri, B. Batten, M. Glauser, D. Williams) and machine learning (M. Schoenauer) for a broader perspective. All chapters have exercises and supplemental videos will be available through YouTube.    

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

This is the first textbook on a generally applicable control strategy for turbulence and other complex nonlinear systems. The approach of the book employs powerful methods of machine learning for optimal nonlinear control laws. This machine learning control (MLC) is motivated and detailed in Chapters 1 and 2. In Chapter 3, methods of linear control theory are reviewed. In Chapter 4, MLC is shown to reproduce known optimal control laws for linear dynamics (LQR, LQG). In Chapter 5, MLC detects and exploits a strongly nonlinear actuation mechanism of a low-dimensional dynamical system when linear control methods are shown to fail. Experimental control demonstrations from a laminar shear-layer to turbulent boundary-layers are reviewed in Chapter 6, followed by general good practices for experiments in Chapter 7. The book concludes with an outlook on the vast future applications of MLC in Chapter 8. Matlab codes are provided for easy reproducibility of the presented results. The book includes interviews with leading researchers in turbulence control (S. Bagheri, B. Batten, M. Glauser, D. Williams) and machine learning (M. Schoenauer) for a broader perspective. All chapters have exercises and supplemental videos will be available through YouTube.    

More books from Springer International Publishing

Cover of the book Homo- and Heterobimetallic Complexes in Catalysis by Thomas Duriez, Bernd R. Noack, Steven L. Brunton
Cover of the book Second Language Study Abroad by Thomas Duriez, Bernd R. Noack, Steven L. Brunton
Cover of the book Solution Business by Thomas Duriez, Bernd R. Noack, Steven L. Brunton
Cover of the book Credit Risk Management by Thomas Duriez, Bernd R. Noack, Steven L. Brunton
Cover of the book New Trends in Databases and Information Systems by Thomas Duriez, Bernd R. Noack, Steven L. Brunton
Cover of the book Systems Programming in Unix/Linux by Thomas Duriez, Bernd R. Noack, Steven L. Brunton
Cover of the book Noise and Vibration in Friction Systems by Thomas Duriez, Bernd R. Noack, Steven L. Brunton
Cover of the book Ethnobotany of Tuberculosis in Laos by Thomas Duriez, Bernd R. Noack, Steven L. Brunton
Cover of the book Global Diversity and Ecological Function of Parasites of Euphausiids by Thomas Duriez, Bernd R. Noack, Steven L. Brunton
Cover of the book Fundoplication Surgery by Thomas Duriez, Bernd R. Noack, Steven L. Brunton
Cover of the book Atlas of Endoscopic Major Pulmonary Resections by Thomas Duriez, Bernd R. Noack, Steven L. Brunton
Cover of the book Advances in Human Factors in Architecture, Sustainable Urban Planning and Infrastructure by Thomas Duriez, Bernd R. Noack, Steven L. Brunton
Cover of the book Rational Suicide in the Elderly by Thomas Duriez, Bernd R. Noack, Steven L. Brunton
Cover of the book Recent Trends in Algebraic Development Techniques by Thomas Duriez, Bernd R. Noack, Steven L. Brunton
Cover of the book Math for the Digital Factory by Thomas Duriez, Bernd R. Noack, Steven L. Brunton
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy