Robust Control Systems with Genetic Algorithms - Mo Jamshidi, Renato A. Krohling, Leandro dos S. Coelho, Peter J. Fleming

Robust Control Systems with Genetic Algorithms

Buch | Hardcover
228 Seiten
2002
Crc Press Inc (Verlag)
978-0-8493-1251-9 (ISBN)
119,95 inkl. MwSt
Links genetic algorithms (GAs) and the design of robust control systems. Laying a foundation in the basics of GAs and genetic programming, this work demonstrates the power of these tools for developing optimal robust controllers for linear control systems, optimal disturbance rejection controllers, and predictive and variable structure control.
In recent years, new paradigms have emerged to replace-or augment-the traditional, mathematically based approaches to optimization. The most powerful of these are genetic algorithms (GA), inspired by natural selection, and genetic programming, an extension of GAs based on the optimization of symbolic codes.

Robust Control Systems with Genetic Algorithms builds a bridge between genetic algorithms and the design of robust control systems. After laying a foundation in the basics of GAs and genetic programming, it demonstrates the power of these new tools for developing optimal robust controllers for linear control systems, optimal disturbance rejection controllers, and predictive and variable structure control. It also explores the application of hybrid approaches: how to enhance genetic algorithms and programming with fuzzy logic to design intelligent control systems. The authors consider a variety of applications, such as the optimal control of robotic manipulators, flexible links and jet engines, and illustrate a multi-objective, genetic algorithm approach to the design of robust controllers with a gasification plant case study.

The authors are all masters in the field and clearly show the effectiveness of GA techniques. Their presentation is your first opportunity to fully explore this cutting-edge approach to robust optimal control system design and exploit its methods for your own applications.

Jamshidi, Mo; Krohling, Renato A.; dos S. Coelho, Leandro; Fleming, Peter J.

Genetic Algorithms. Optimal Robust Control.
Methods for Controller Design Using Genetic
Algorithms. Predictive and Structure Variable Control.
Design Methods and Results. Tuning Fuzzy Logic
Controllers for Robust Control Design. GA-Fuzzy
Hierarchical Control Design Approach. Autonomous Robot
Navigation through Fuzzy-Genetic Programming. Robust
Control Systems Design: A Hybrid
H-Infinity/Multi-Objective Optimization Approach.
Appendices.

Erscheint lt. Verlag 14.10.2002
Zusatzinfo 10 Tables, black and white; 121 Illustrations, black and white
Verlagsort Bosa Roca
Sprache englisch
Maße 156 x 234 mm
Gewicht 590 g
Themenwelt Naturwissenschaften Biologie Genetik / Molekularbiologie
Technik Elektrotechnik / Energietechnik
ISBN-10 0-8493-1251-5 / 0849312515
ISBN-13 978-0-8493-1251-9 / 9780849312519
Zustand Neuware
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