Particle Swarm Optimization with Distance Based Repulsivity
In this study, we propose a repulsive mechanism for the Particle Swarm Optimization algorithm that improves its performance on multi-modal problems. The repulsive mechanism is further extended with a distance-based modification. The results are presented and tested for statistical significance. We...
Main Authors: | , , , , |
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Format: | Article |
Language: | English |
Published: |
Brno University of Technology
2018-12-01
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Series: | Mendel |
Subjects: | |
Online Access: | https://mendel-journal.org/index.php/mendel/article/view/21 |
Summary: | In this study, we propose a repulsive mechanism for the Particle Swarm Optimization algorithm that improves its performance on multi-modal problems. The repulsive mechanism is further extended with a distance-based modification. The results are presented and tested for statistical significance. We discuss the observations and propose further directions for the research.
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ISSN: | 1803-3814 2571-3701 |