Chemical Optimization Algorithm for Fuzzy Controller Design

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 benchmar...

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Detalles Bibliográficos
Autor principal: Astudillo, Leslie
Otros Autores: Melin, Patricia, Castillo, Oscar
Formato: Libro electrónico
Lenguaje:Inglés
Publicado: Cham : Springer International Publishing : Imprint: Springer, 2014.
Colección:SpringerBriefs in Applied Sciences and Technology,
Materias:
Acceso en línea:http://dx.doi.org/10.1007/978-3-319-05245-8
Aporte de:Registro referencial: Solicitar el recurso aquí
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245 1 0 |a Chemical Optimization Algorithm for Fuzzy Controller Design   |h [libro electrónico] /   |c by Leslie Astudillo, Patricia Melin, Oscar Castillo. 
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505 0 |a Introduction -- Theory and Background -- Chemical Definitions -- The Proposed Chemical Reaction Algorithm -- Application Problems -- Simulation Results -- Conclusions. 
520 |a 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. 
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650 0 |a Automation.  |9 259787 
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650 2 4 |a Artificial Intelligence (incl. Robotics).  |9 259846 
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700 1 |a Castillo, Oscar.  |9 261100 
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