Chemical Optimization Algorithm for Fuzzy Controller Design

Chemical Optimization Algorithm for Fuzzy Controller Design

by Leslie AstudilloPatricia Melin and Oscar Castillo
Epub (Kobo), Epub (Adobe)
Publication Date: 29/12/2015

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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.

ISBN:
9783319052458
9783319052458
Category:
Artificial intelligence
Format:
Epub (Kobo), Epub (Adobe)
Publication Date:
29-12-2015
Language:
English
Publisher:
Springer International Publishing

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