Fractional Order Darwinian Particle Swarm Optimization: Applications and Evaluation of an Evolutionary Algorithm
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...
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2015
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oai:scholar.dlu.edu.vn:DLU123456789-585932023-11-11T06:16:39Z Fractional Order Darwinian Particle Swarm Optimization: Applications and Evaluation of an Evolutionary Algorithm Couceiro, Micael Ghamisi, Pedram Evolution equations Mathematical optimization Swarm intelligence 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. 2015-09-29T08:25:59Z 2015-09-29T08:25:59Z 2015 Book 978-3-319-19635-0 978-3-319-19634-3 https://scholar.dlu.edu.vn/thuvienso/handle/DLU123456789/58593 en application/pdf Springer |
| institution |
Thư viện Trường Đại học Đà Lạt |
| collection |
Thư viện số |
| language |
English |
| topic |
Evolution equations Mathematical optimization Swarm intelligence |
| spellingShingle |
Evolution equations Mathematical optimization Swarm intelligence Couceiro, Micael Ghamisi, Pedram Fractional Order Darwinian Particle Swarm Optimization: Applications and Evaluation of an Evolutionary Algorithm |
| description |
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. |
| format |
Book |
| author |
Couceiro, Micael Ghamisi, Pedram |
| author_facet |
Couceiro, Micael Ghamisi, Pedram |
| author_sort |
Couceiro, Micael |
| title |
Fractional Order Darwinian Particle Swarm Optimization:
Applications and Evaluation of an Evolutionary Algorithm |
| title_short |
Fractional Order Darwinian Particle Swarm Optimization:
Applications and Evaluation of an Evolutionary Algorithm |
| title_full |
Fractional Order Darwinian Particle Swarm Optimization:
Applications and Evaluation of an Evolutionary Algorithm |
| title_fullStr |
Fractional Order Darwinian Particle Swarm Optimization:
Applications and Evaluation of an Evolutionary Algorithm |
| title_full_unstemmed |
Fractional Order Darwinian Particle Swarm Optimization:
Applications and Evaluation of an Evolutionary Algorithm |
| title_sort |
fractional order darwinian particle swarm optimization:
applications and evaluation of an evolutionary algorithm |
| publisher |
Springer |
| publishDate |
2015 |
| url |
https://scholar.dlu.edu.vn/thuvienso/handle/DLU123456789/58593 |
| _version_ |
1782532138462085120 |