Chemical Optimization Algorithm for Fuzzy Controller Design von Leslie Astudillo | ISBN 9783319052458

Chemical Optimization Algorithm for Fuzzy Controller Design

von Leslie Astudillo, Patricia Melin und Oscar Castillo
Mitwirkende
Autor / AutorinLeslie Astudillo
Autor / AutorinPatricia Melin
Autor / AutorinOscar Castillo
Buchcover Chemical Optimization Algorithm for Fuzzy Controller Design | Leslie Astudillo | EAN 9783319052458 | ISBN 3-319-05245-4 | ISBN 978-3-319-05245-8

Chemical Optimization Algorithm for Fuzzy Controller Design

von Leslie Astudillo, Patricia Melin und Oscar Castillo
Mitwirkende
Autor / AutorinLeslie Astudillo
Autor / AutorinPatricia Melin
Autor / AutorinOscar Castillo

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.