Influence of Swarm Connectivity on l-Best PSO Performance

Particles' connections fullness in a swarm and its influence on l-best PSOs' are the issues of the study. The difference between g-best and l-best is given. A general algorithm RSTC<inf xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">J/K</inf>-PSO with variable level of particles' connectivity is described. Based on the bunch of benchmarks the study of l-best PSOs' performance is carried out. The influence of local paricles' neighborhood and their arrangement are studied. Some practical recommendations are given to find the reasonable level of particles' connectivity.

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Publication Details

Published
2024-10-07
DOI
https://doi.org/10.1109/khpiweek61434.2024.10878042
Citations
2
Primary Topic
Advanced Optical Network Technologies
Type
article
Field-Weighted Citation Impact
0.42
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article

Influence of Swarm Connectivity on l-Best PSO Performance

Ziv Brand, В. С. Ловейкін, Yuriy Romasevych
2 citations
Advanced Optical Network Technologies
0.42
article

Influence of Swarm Connectivity on l-Best PSO Performance

Ziv Brand, В. С. Ловейкін, Yuriy Romasevych
article en
2 citations

Abstract

Particles' connections fullness in a swarm and its influence on l-best PSOs' are the issues of the study. The difference between g-best and l-best is given. A general algorithm RSTC<inf xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">J/K</inf>-PSO with variable level of particles' connectivity is described. Based on the bunch of benchmarks the study of l-best PSOs' performance is carried out. The influence of local paricles' neighborhood and their arrangement are studied. Some practical recommendations are given to find the reasonable level of particles' connectivity.

National University of Life and Environmental Sciences of Ukraine (UA), Sami Shamoon College of Engineering (IL)
Affordable and clean energy
Openalex Percentile: Top 35%
Advanced Optical Network Technologies
0.42
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