Extremum-Seeking Control and Applications
A Numerical Optimization-Based Approach
(Sprache: Englisch)
Tracking extremes in a performance function such as output or cost, extremum-seeking control tries to optimize a system as it operates, thereby reducing downtime and the need for system analysis. This publication covers several practical applications.
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Tracking extremes in a performance function such as output or cost, extremum-seeking control tries to optimize a system as it operates, thereby reducing downtime and the need for system analysis. This publication covers several practical applications.
Klappentext zu „Extremum-Seeking Control and Applications “
Extremum-seeking control tracks a varying maximum or minimum in a performance function such as output or cost. It attempts to determine the optimal performance of a control system as it operates, thereby reducing downtime and the need for system analysis.Extremum-seeking Control and Applications is divided into two parts. In the first, the authors review existing analog-optimization-based extremum-seeking control including gradient-, perturbation- and sliding-mode-based control designs. They then propose a novel numerical-optimization-based extremum-seeking control based on optimization algorithms and state regulation. This control design is developed for simple linear time-invariant systems and then extended for a class of feedback linearizable nonlinear systems.The two main optimization algorithms - line search and trust region methods - are analyzed for robustness. Finite-time and asymptotic state regulators are put forward for linear and nonlinear systems respectively. Further design flexibility is achieved using the robustness results of the optimization algorithms and the asymptotic state regulator by which existing nonlinear adaptive control techniques can be introduced for robust design. The approach used is easier to implement and tends to be more robust than those that use perturbation-based extremum-seeking control.The second part of the book deals with a variety of applications of extremum-seeking control:a comparative study of extremum-seeking control schemes in antilock braking system design;source seeking, formation control, collision and obstacle avoidance for groups of autonomous agents;mobile radar networks; andimpedance matching.MATLAB®/Simulink® code which can be downloaded from www.springer.com/ISBN helps readers to reproduce the results presented in the text and gives them a head start for implementing the algorithms in their own applications.Extremum-seeking Control and Applications will interest academics and graduate studentsworking in
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control, and industrial practitioners from a variety of backgrounds: systems, automotive, aerospace, communications, semiconductor and chemical engineering.
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Inhaltsverzeichnis zu „Extremum-Seeking Control and Applications “
Part I: Theory.- Introduction.- Design of Extremum-seeking Control.- Finite-time State Regulator Design.-Asymptotic State Regulator Design.- Part II: Applications.- Antilock Braking systems.- Swarm Tracking.- Impedance Matching.- Mobile Radar Network.- Appendix: Construction of Reference Signal.
Bibliographische Angaben
- Autoren: Chunlei Zhang , Raúl Ordóñez
- 2016, Softcover reprint of the original 1st ed. 2012, XVIII, 201 Seiten, Masse: 15,7 x 23,5 cm, Kartoniert (TB), Englisch
- Verlag: Springer, Berlin
- ISBN-10: 1447169468
- ISBN-13: 9781447169468
Sprache:
Englisch
Pressezitat
From the reviews:"The monograph is divided into two parts. In the first, the authors review existing analog-optimization-based ESC ... . The second part of the book deals with applications of ESC ... . The book will be of benefit to graduate students persuing their degrees in applied and industrial mathematics, as well as to researchers and engineers who may encounter optimal control methods in their work." (Mikhail Yu Kokurin, Zentralblatt MATH, Vol. 1255, 2013)
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