Particle Swarm Optimization Toolbox

Vectorized code of Particle Swarm Optimization

Version 1.2.0.0 (4,68 KB)
2,3K Downloads
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1. Apr 2014

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The most basic code of PSO has been presented here. It is most helpful for people new to coding.
It can be used on any optimization problem. Being a heuristic algorithm it tends to find the global minimum value and as the code has been vectorized the speed has also been increased. The presented files are for unconstrained functions but with the help of penalty function the problem can be easily constrained.
If it works for many users I intend to develop a GUI for PSO as well present the constrained PSO files.
The widely used benchmark functions for checking the functioning of PSO are also added.
The improved PSO file has also been added in which the linearly changing inertial weight value has been considered.
Let me know in the comments if it helps.

Zitieren als

Bhanu Pratap Singh (2026). Particle Swarm Optimization Toolbox (https://de.mathworks.com/matlabcentral/fileexchange/45991-particle-swarm-optimization-toolbox), MATLAB Central File Exchange. Abgerufen .

Quellenangaben

Inspiriert von: Backtracking Search Optimization Algorithm

Kategorien

Mehr zu Particle Swarm finden Sie in Help Center und MATLAB Answers

Allgemeine Informationen

Kompatibilität der MATLAB-Version

  • Kompatibel mit allen Versionen

Plattform-Kompatibilität

  • Windows
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  • Linux
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Version Veröffentlicht Versionshinweise
1.2.0.0

Different benchmark functions for checking PSO's functioning have been added.
Improved PSO file with linearly changing inertial value has been added by the name pso_inertial.m
1.1.0.0

tags were changed for ease.
1.0.0.0