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Stohhastiline osakeseparve optimeerimine×Mitme eesmärgiga osakeste parve optimeerimine (MOPSO)×
ValdkondSimulatsioonSimulatsioon
PerekondProcess / pipelineProcess / pipeline
Tekkeaasta1995–20022004
LoojaKennedy, J. and Eberhart, R. (base PSO); stochastic extensions by Clerc, Kennedy and communityCoello Coello, C. A., Pulido, G. T., & Lechuga, M. S.
TüüpMetaheuristic optimization — stochastic swarm intelligencePopulation-based swarm metaheuristic
AlgallikasKennedy, J., Eberhart, R. (1995). Particle swarm optimization. Proceedings of ICNN'95 - International Conference on Neural Networks, Vol. 4, pp. 1942-1948. IEEE. DOI ↗Coello Coello, C. A., Pulido, G. T., & Lechuga, M. S. (2004). Handling multiple objectives with particle swarm optimization. IEEE Transactions on Evolutionary Computation, 8(3), 256–279. DOI ↗
RööpnimetusedStochastic PSO, SPSO, Randomized PSO, Probabilistic PSOMOPSO, Multi-objective PSO, Pareto PSO, Vector-evaluated PSO
Seotud45
KokkuvõteStochastic 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.Multi-Objective Particle Swarm Optimization (MOPSO) is a swarm-intelligence metaheuristic that extends the original Particle Swarm Optimization (PSO) to handle multiple conflicting objective functions simultaneously. It maintains an external Pareto archive and uses dominance-based selection to guide a population of candidate solutions toward the true Pareto front without requiring a priori preference information.
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ScholarGateVõrdle meetodeid: Stochastic Particle Swarm Optimization · Multi-objective particle swarm optimization. Loetud 2026-06-18 aadressilt https://scholargate.app/et/compare