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Fractional Order Darwinian Particle Swarm Optimization

Fractional Order Darwinian Particle Swarm Optimization

von Micael Couceiro und Pedram Ghamisi
Softcover - 9783319196343
53,49 €
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Beschreibung

This book examines the bottom-up applicability of swarm intelligence to solving multiple problems, such as curve fitting, image segmentation, and swarm robotics. It compares the capabilities of some of the better-known bio-inspired optimization approaches, especially Particle Swarm Optimization (PSO), Darwinian Particle Swarm Optimization (DPSO) and the recently proposed Fractional Order Darwinian Particle Swarm Optimization (FODPSO), and comprehensively discusses their advantages and disadvantages. Further, it demonstrates the superiority and key advantages of using the FODPSO algorithm, such as its ability to provide an improved convergence towards a solution, while avoiding sub-optimality. This book offers a valuable resource for researchers in the fields of robotics, sports science, pattern recognition and machine learning, as well as for students of electrical engineering and computer science.

Applications and Evaluation of an Evolutionary Algorithm

Details

Verlag Springer International Publishing
Ersterscheinung 26. Juni 2015
Maße 23.5 cm x 15.5 cm
Gewicht 1474 Gramm
Format Softcover
ISBN-13 9783319196343
Auflage 2016
Seiten 75