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Machine Learning Control - Taming Nonlinear Dynamics and Turbulence

Jezik EngleskiEngleski
Knjiga Tvrdi uvez
Knjiga Machine Learning Control - Taming Nonlinear Dynamics and Turbulence Thomas Duriez
Libristo kod: 10929278
Nakladnici Springer International Publishing AG, studeni 2016
This is the first textbook on a generally applicable control strategy for turbulence and other compl... Cijeli opis
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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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Informacije o knjizi

Puni naziv Machine Learning Control - Taming Nonlinear Dynamics and Turbulence
Autor Thomas Duriez, Steven Brunton, Bernd R. Noack
Jezik Engleski
Uvez Knjiga - Tvrdi uvez
Datum izdanja 2016
Broj stranica 211
EAN 9783319406237
ISBN 9783319406237
Libristo kod 10929278
Nakladnici Springer International Publishing AG
Težina 524
Dimenzije 163 x 246 x 17

Kategorija

Mathematics & Science > Mathematics > Applied mathematics > Nonlinear science
Mathematics & Science > Physics > Classical mechanics > Fluid mechanics
Technology, Engineering, Agriculture > Mechanical engineering & materials > Materials science > Mechanics of fluids
Technology, Engineering, Agriculture > Electronics & communications engineering > Electronics engineering > Automatic control engineering
Technology, Engineering, Agriculture > Technology: general issues > Engineering: general
Technology, Engineering, Agriculture > Mechanical engineering & materials > Mechanical engineering
Computing & Information Technology > Computer programming / software engineering > Algorithms & data structures
Computing & Information Technology > Computer science > Artificial intelligence
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