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Fractional Order Darwinian Particle Swarm Optimization

Applications and Evaluation of an Evolutionary Algorithm

Specificaties
Paperback, blz. | Engels
Springer International Publishing | e druk, 2015
ISBN13: 9783319196343
Rubricering
Springer International Publishing e druk, 2015 9783319196343
Verwachte levertijd ongeveer 9 werkdagen

Samenvatting

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.

Specificaties

ISBN13:9783319196343
Taal:Engels
Bindwijze:paperback
Uitgever:Springer International Publishing

Inhoudsopgave

Particle Swarm Optimization (PSO).- Fractional Order Darwinian PSO (FODPSO).- Case Study I: Curve Fitting.- Case Study II: Image Segmentation.- Case Study III: Swarm Robotics.- Conclusions.

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        Fractional Order Darwinian Particle Swarm Optimization