Intelligent Observer and Control Design for Nonlinear Systems

Specificaties
Paperback, 339 blz. | Engels
Springer Berlin Heidelberg | 0e druk, 2010
ISBN13: 9783642083464
Rubricering
Springer Berlin Heidelberg 0e druk, 2010 9783642083464
Verwachte levertijd ongeveer 9 werkdagen

Samenvatting

Control theory of nonlinear systems, in which either the linear part is known but the relevant nonlinearities in place, kind or parameters are unknown, or both the linear and the nonlinear parts are partially or even most unknown, is a new, demanding and highly interesting field. This book treats the problem by focussing on the role of learning. Intelligent learning techniques are able to determine the unknown components of nonlinear systems. These processes are always stable and convergent. The methods presented can be used both on-line and off-line. They have applications in mechatronics, hydraulics and combustion engines.

Specificaties

ISBN13:9783642083464
Taal:Engels
Bindwijze:paperback
Aantal pagina's:339
Uitgever:Springer Berlin Heidelberg
Druk:0

Inhoudsopgave

1 Introduction — Control Aspects.- 2 Motion Control.- 3 Learning in Control Engineering.- 4 Nonlinear Function Approximators.- 5 Systematic Intelligent Observer Design.- 6 Identification of Separable Nonlinearities.- 7 Identification and Compensation of Friction.- 8 Detection and Identification of Backlash.- 9 Identification of Isolated Nonlinearities in Rolling Mills.- 10 Input-Output Linearization: an Introduction.- 11 Stable Model Reference Neurocontrol.- 12 Dynamic Neural Network Compositions.- 13 Further Strategies for Nonlinear Control with Neural Networks.- List of Figures.

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        Intelligent Observer and Control Design for Nonlinear Systems