Using Complex Network Visualization and Analysis for Uncovering the Inner Dynamics of PSO Algorithm

Using Complex Network Visualization and Analysis for Uncovering the Inner Dynamics of PSO Algorithm

In this study, we construct a complex network from the inner dynamic of Particle Swarm Optimization algorithm. The subsequent analysis of the network promises to provide useful information for better understanding the dynamic of the swarm that is not acquirable by other means. We present several ne...

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Bibliographic Details
Main Authors: Michal Pluhacek, Roman Senkerik, Adam Viktorin, Tomas Kadavy, Ivan Zelinka
Format: Article
Language:English
Published: Brno University of Technology 2017-06-01
Series:Mendel
Subjects:
Swarm Intelligence
Particle Swarm Optimization
Complex Network
Metaheuristic
Online Access:https://mendel-journal.org/index.php/mendel/article/view/57
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spelling doaj-653e1ce388ac4de0bf9dd75b1b9da09f2021-07-21T07:38:50ZengBrno University of TechnologyMendel1803-38142571-37012017-06-0123110.13164/mendel.2017.1.08757Using Complex Network Visualization and Analysis for Uncovering the Inner Dynamics of PSO AlgorithmMichal PluhacekRoman SenkerikAdam ViktorinTomas KadavyIvan Zelinka In this study, we construct a complex network from the inner dynamic of Particle Swarm Optimization algorithm. The subsequent analysis of the network promises to provide useful information for better understanding the dynamic of the swarm that is not acquirable by other means. We present several network visualizations and numerical analysis. We discuss the observations and propose further directions for the research. https://mendel-journal.org/index.php/mendel/article/view/57Swarm IntelligenceParticle Swarm OptimizationComplex NetworkMetaheuristic
collection DOAJ
language English
format Article
sources DOAJ
author Michal Pluhacek
Roman Senkerik
Adam Viktorin
Tomas Kadavy
Ivan Zelinka
spellingShingle Michal Pluhacek
Roman Senkerik
Adam Viktorin
Tomas Kadavy
Ivan Zelinka
Using Complex Network Visualization and Analysis for Uncovering the Inner Dynamics of PSO Algorithm
Mendel
Swarm Intelligence
Particle Swarm Optimization
Complex Network
Metaheuristic
author_facet Michal Pluhacek
Roman Senkerik
Adam Viktorin
Tomas Kadavy
Ivan Zelinka
author_sort Michal Pluhacek
title Using Complex Network Visualization and Analysis for Uncovering the Inner Dynamics of PSO Algorithm
title_short Using Complex Network Visualization and Analysis for Uncovering the Inner Dynamics of PSO Algorithm
title_full Using Complex Network Visualization and Analysis for Uncovering the Inner Dynamics of PSO Algorithm
title_fullStr Using Complex Network Visualization and Analysis for Uncovering the Inner Dynamics of PSO Algorithm
title_full_unstemmed Using Complex Network Visualization and Analysis for Uncovering the Inner Dynamics of PSO Algorithm
title_sort using complex network visualization and analysis for uncovering the inner dynamics of pso algorithm
publisher Brno University of Technology
series Mendel
issn 1803-3814
2571-3701
publishDate 2017-06-01
description In this study, we construct a complex network from the inner dynamic of Particle Swarm Optimization algorithm. The subsequent analysis of the network promises to provide useful information for better understanding the dynamic of the swarm that is not acquirable by other means. We present several network visualizations and numerical analysis. We discuss the observations and propose further directions for the research.
topic Swarm Intelligence
Particle Swarm Optimization
Complex Network
Metaheuristic
url https://mendel-journal.org/index.php/mendel/article/view/57
work_keys_str_mv AT michalpluhacek usingcomplexnetworkvisualizationandanalysisforuncoveringtheinnerdynamicsofpsoalgorithm
AT romansenkerik usingcomplexnetworkvisualizationandanalysisforuncoveringtheinnerdynamicsofpsoalgorithm
AT adamviktorin usingcomplexnetworkvisualizationandanalysisforuncoveringtheinnerdynamicsofpsoalgorithm
AT tomaskadavy usingcomplexnetworkvisualizationandanalysisforuncoveringtheinnerdynamicsofpsoalgorithm
AT ivanzelinka usingcomplexnetworkvisualizationandanalysisforuncoveringtheinnerdynamicsofpsoalgorithm
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