Fractional Order Darwinian Particle Swarm Optimization
Author | : Micael Couceiro |
Publisher | : Springer |
Total Pages | : 82 |
Release | : 2015-06-16 |
ISBN-10 | : 9783319196350 |
ISBN-13 | : 3319196359 |
Rating | : 4/5 (359 Downloads) |
Download or read book Fractional Order Darwinian Particle Swarm Optimization written by Micael Couceiro and published by Springer. This book was released on 2015-06-16 with total page 82 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.