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...

Πλήρης περιγραφή

Λεπτομέρειες βιβλιογραφικής εγγραφής
Κύριοι συγγραφείς: Astudillo, Leslie (Συγγραφέας), Melin, Patricia (Συγγραφέας), Castillo, Oscar (Συγγραφέας)
Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
Γλώσσα:English
Έκδοση: Cham : Springer International Publishing : Imprint: Springer, 2014.
Σειρά:SpringerBriefs in Applied Sciences and Technology,
Θέματα:
Διαθέσιμο Online:Full Text via HEAL-Link
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003 DE-He213
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020 |a 9783319052458  |9 978-3-319-05245-8 
024 7 |a 10.1007/978-3-319-05245-8  |2 doi 
040 |d GrThAP 
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100 1 |a Astudillo, Leslie.  |e author. 
245 1 0 |a Chemical Optimization Algorithm for Fuzzy Controller Design  |h [electronic resource] /  |c by Leslie Astudillo, Patricia Melin, Oscar Castillo. 
264 1 |a Cham :  |b Springer International Publishing :  |b Imprint: Springer,  |c 2014. 
300 |a VIII, 77 p. 32 illus.  |b online resource. 
336 |a text  |b txt  |2 rdacontent 
337 |a computer  |b c  |2 rdamedia 
338 |a online resource  |b cr  |2 rdacarrier 
347 |a text file  |b PDF  |2 rda 
490 1 |a SpringerBriefs in Applied Sciences and Technology,  |x 2191-530X 
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. 
650 0 |a Engineering. 
650 0 |a Chemistry, Physical and theoretical. 
650 0 |a Artificial intelligence. 
650 0 |a Computational intelligence. 
650 0 |a Control engineering. 
650 0 |a Robotics. 
650 0 |a Automation. 
650 1 4 |a Engineering. 
650 2 4 |a Computational Intelligence. 
650 2 4 |a Control. 
650 2 4 |a Theoretical and Computational Chemistry. 
650 2 4 |a Robotics and Automation. 
650 2 4 |a Artificial Intelligence (incl. Robotics). 
700 1 |a Melin, Patricia.  |e author. 
700 1 |a Castillo, Oscar.  |e author. 
710 2 |a SpringerLink (Online service) 
773 0 |t Springer eBooks 
776 0 8 |i Printed edition:  |z 9783319052441 
830 0 |a SpringerBriefs in Applied Sciences and Technology,  |x 2191-530X 
856 4 0 |u http://dx.doi.org/10.1007/978-3-319-05245-8  |z Full Text via HEAL-Link 
912 |a ZDB-2-ENG 
950 |a Engineering (Springer-11647)