Machine Learning Control - Taming Nonlinear Dynamics and Turbulence

Name: Machine Learning Control - Taming Nonlinear Dynamics and Turbulence
Availability: InStock
ISBN: 9783319406244

ISBN-10: 3319406248

ISBN-13: 9783319406244

Edition: 2017

Authors: Thomas Duriez, Steven L. Brunton, Bernd R. Noack

List price: $48.33

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Description:

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…

Book details

List price: $48.33
Copyright year: 2017
Publisher: Springer London, Limited
Publication date: 7/28/2016
Binding: E-Book
Pages: 211
Language: English