Harmonic oscillator based particle swarm optimization

Stránka jednoduchej položky
dc.contributor.authorChernyak, Yury
dc.contributor.authorMohammad, Ijaz Ahamed
dc.contributor.authorMasnicak, Nikolas
dc.contributor.authorPivoluska, Matej
dc.contributor.authorPlesch, Martin
dc.date.accessioned2026-03-06T10:38:26Z
dc.date.available2026-03-06T10:38:26Z
dc.date.issued2025
dc.descriptionIn: PLoS One. San Francisco : Public Library of Science, 2025. ISSN 1932-6203. Vol. 20, no. 6 (2025), pp. [1-26].
dc.description.abstractNumerical optimization techniques are widely applied across various fields of science and technology, ranging from determining the minimal energy of systems in physics and chemistry to identifying optimal routes in logistics or strategies for high-speed trading. Here, we present a novel method that integrates particle swarm optimization (PSO), a highly effective and widely used algorithm inspired by the collective behavior of bird flocks searching for food, with the physical principle of conserving energy and damping in harmonic oscillators. This physics-based approach allows smoother convergence throughout the optimization process and wider tunability options. We evaluated our method on a standard set of test functions and demonstrated that, in most cases, it outperforms its natural competitors, including the original PSO, as well as commonly used optimization methods such as COBYLA and Differential Evolution.
dc.description.sponsorshipVEGA 2/0055/23 Efektívne algoritmy pre kvantové počítanie v ére NISQ Plán obnovy a odolnosti SR 09I03-03-V04-00425 Efektívne algoritmy pre kvantové počítače v ére NISQ Plán obnovy a odolnosti SR 09I03-03-V04-00685
dc.identifier.doihttps://doi.org/10.1371/journal.pone.0326173
dc.identifier.issn1932-6203
dc.identifier.urihttps://repo.umb.sk/handle/123456789/1303
dc.language.isoen
dc.publisherPublic Library of Science : San Francisco
dc.rightsCC BY Creative Commons Attribution 4.0. International
dc.rightsinfo:eu-repo/semantics/openAccess
dc.rights.urihttps://creativecommons.org/licenses/by/4.0/
dc.subjectfyzika
dc.subjectphysics
dc.subjectnumerické metódy
dc.subjectnumerical methods
dc.subjectoptimalizácia
dc.subjectoptimization
dc.subjectmatematika
dc.subjectmathematics
dc.subjectalgoritmy
dc.subjectalgorithms
dc.subjectmodelovanie
dc.subjectmodeling
dc.titleHarmonic oscillator based particle swarm optimization
dc.typeArticle
dc.typeinfo:eu-repo/semantics/article

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