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Deterministická optimalizácia rojom častíc×Stochastic Particle Swarm Optimization×
OdborSimuláciaSimulácia
RodinaProcess / pipelineProcess / pipeline
Rok vzniku1995 (PSO); deterministic formulation circa 20021995–2002
TvorcaKennedy, J., Eberhart, R. (PSO); deterministic variant formalized in convergence analysis literatureKennedy, J. and Eberhart, R. (base PSO); stochastic extensions by Clerc, Kennedy and community
TypSwarm intelligence metaheuristic — deterministic variantMetaheuristic optimization — stochastic swarm intelligence
Pôvodný zdrojKennedy, J., Eberhart, R. (1995). Particle swarm optimization. Proceedings of ICNN'95 — International Conference on Neural Networks, vol. 4, pp. 1942–1948. IEEE. DOI ↗Kennedy, J., Eberhart, R. (1995). Particle swarm optimization. Proceedings of ICNN'95 - International Conference on Neural Networks, Vol. 4, pp. 1942-1948. IEEE. DOI ↗
Ďalšie názvyDPSO, Deterministic PSO, PSO without stochastic components, Fully Deterministic PSOStochastic PSO, SPSO, Randomized PSO, Probabilistic PSO
Príbuzné64
ZhrnutieDeterministic Particle Swarm Optimization (DPSO) removes the stochastic random coefficients from classical PSO, replacing them with fixed cognitive and social acceleration parameters. Particles move through the search space following fully predictable trajectories, enabling reproducible convergence analysis and guaranteed termination behavior in continuous and combinatorial optimization problems.Stochastic Particle Swarm Optimization (Stochastic PSO) is a swarm-intelligence metaheuristic that extends the standard PSO framework by incorporating explicit stochastic elements — random inertia weights, probabilistic velocity resets, or noise injections — to escape local optima and maintain population diversity throughout the search. It is widely applied to continuous, mixed, and noisy optimization problems in engineering, operations research, and simulation-based design.
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ScholarGatePorovnať metódy: Deterministic Particle Swarm Optimization · Stochastic Particle Swarm Optimization. Získané 2026-06-18 z https://scholargate.app/sk/compare