Machine Learning Control – Taming Nonlinear Dynamics and Turbulence PDF
By:Thomas Duriez,Steven Brunton,Bernd R. Noack
Published on 2016-11-02 by Springer
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.
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Book ID of Machine Learning Control – Taming Nonlinear Dynamics and Turbulence's Books is CxNuDQAAQBAJ, Book which was written byThomas Duriez,Steven Brunton,Bernd R. Noackhave ETAG "StNBoKLxY00"
Book which was published by Springer since 2016-11-02 have ISBNs, ISBN 13 Code is 9783319406244 and ISBN 10 Code is 3319406248
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Book which have "211 Pages" is Printed at BOOK under CategoryTechnology and Engineering
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