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 Between Globalization and Integration by Thomas Duriez, Bernd R. Noack, Steven L. Brunton
Cover of the book Critical Infrastructures: Risk and Vulnerability Assessment in Transportation of Dangerous Goods by Thomas Duriez, Bernd R. Noack, Steven L. Brunton
Cover of the book Reshaping Accounting and Management Control Systems by Thomas Duriez, Bernd R. Noack, Steven L. Brunton
Cover of the book Neural Information Processing by Thomas Duriez, Bernd R. Noack, Steven L. Brunton
Cover of the book Landscape and Ecosystem Diversity, Dynamics and Management in the Yellow River Source Zone by Thomas Duriez, Bernd R. Noack, Steven L. Brunton
Cover of the book Using Energy Crops for Biofuels or Food: The Choice by Thomas Duriez, Bernd R. Noack, Steven L. Brunton
Cover of the book Planetary Geology by Thomas Duriez, Bernd R. Noack, Steven L. Brunton
Cover of the book Selfie Citizenship by Thomas Duriez, Bernd R. Noack, Steven L. Brunton
Cover of the book Cooperative Spectrum Sensing and Resource Allocation Strategies in Cognitive Radio Networks by Thomas Duriez, Bernd R. Noack, Steven L. Brunton
Cover of the book Scientific Computing by Thomas Duriez, Bernd R. Noack, Steven L. Brunton
Cover of the book Proceedings of the European Conference on Complex Systems 2012 by Thomas Duriez, Bernd R. Noack, Steven L. Brunton
Cover of the book Heuristic Reasoning by Thomas Duriez, Bernd R. Noack, Steven L. Brunton
Cover of the book Financial Management and Corporate Governance from the Feminist Ethics of Care Perspective by Thomas Duriez, Bernd R. Noack, Steven L. Brunton
Cover of the book Satureja: Ethnomedicine, Phytochemical Diversity and Pharmacological Activities by Thomas Duriez, Bernd R. Noack, Steven L. Brunton
Cover of the book Information Security and Cryptology – ICISC 2016 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