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Deterministlik osakese parve optimeerimine×Particle Swarm Optimization (PSO)×
ValdkondSimulatsioonOptimeerimine
PerekondProcess / pipelineProcess / pipeline
Tekkeaasta1995 (PSO); deterministic formulation circa 20021995
LoojaKennedy, J., Eberhart, R. (PSO); deterministic variant formalized in convergence analysis literature
TüüpSwarm intelligence metaheuristic — deterministic variantPopulation-based metaheuristic / swarm intelligence
AlgallikasKennedy, 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. IEEE International Conference on Neural Networks (ICNN), 1942-1948. DOI ↗
RööpnimetusedDPSO, Deterministic PSO, PSO without stochastic components, Fully Deterministic PSOPSO, swarm intelligence optimization, Parçacık Sürü Optimizasyonu (PSO)
Seotud66
KokkuvõteDeterministic 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.Particle Swarm Optimization (PSO) is a population-based metaheuristic algorithm introduced by Kennedy and Eberhart in 1995, inspired by the collective movement of bird flocks and fish schools. Each candidate solution — called a particle — moves through the search space by updating its velocity and position based on its own best experience and the best experience of the entire swarm, enabling fast convergence across continuous optimization problems.
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ScholarGateVõrdle meetodeid: Deterministic Particle Swarm Optimization · Particle Swarm Optimization. Loetud 2026-06-17 aadressilt https://scholargate.app/et/compare