Chemical Optimization Algorithm for Fuzzy Controller Design - Leslie Astudillo, Patricia Melin, Oscar Castillo

Chemical Optimization Algorithm for Fuzzy Controller Design

Buch | Softcover
VIII, 77 Seiten
2014 | 2014
Springer International Publishing (Verlag)
978-3-319-05244-1 (ISBN)
53,49 inkl. MwSt

In this book, a novel optimization method inspired by a paradigm from nature is introduced. The chemical reactions are used as a paradigm to propose an optimization method that simulates these natural processes. The proposed algorithm is described in detail and then a set of typical complex benchmark functions is used to evaluate the performance of the algorithm. Simulation results show that the proposed optimization algorithm can outperform other methods in a set of benchmark functions.

This chemical reaction optimization paradigm is also applied to solve the tracking problem for the dynamic model of a unicycle mobile robot by integrating a kinematic and a torque controller based on fuzzy logic theory. Computer simulations are presented confirming that this optimization paradigm is able to outperform other optimization techniques applied to this particular robot application.

Introduction.-

Theory and Background.-

Chemical Definitions.-

The Proposed Chemical Reaction Algorithm.-

Application Problems.-

Simulation Results.-

Conclusions.

Erscheint lt. Verlag 26.3.2014
Reihe/Serie SpringerBriefs in Applied Sciences and Technology
SpringerBriefs in Computational Intelligence
Zusatzinfo VIII, 77 p. 32 illus.
Verlagsort Cham
Sprache englisch
Maße 155 x 235 mm
Gewicht 150 g
Themenwelt Informatik Theorie / Studium Künstliche Intelligenz / Robotik
Naturwissenschaften Chemie Physikalische Chemie
Technik Elektrotechnik / Energietechnik
Schlagworte Chemical Optimization Algorithm • Fuzzy Controller Design • Optimization Method • Torque Controller • Unicycle Mobile Robot
ISBN-10 3-319-05244-6 / 3319052446
ISBN-13 978-3-319-05244-1 / 9783319052441
Zustand Neuware
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