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Deterministlik geneetiline algoritm×Deterministlik osakese parve optimeerimine×
ValdkondSimulatsioonSimulatsioon
PerekondProcess / pipelineProcess / pipeline
Tekkeaasta1975–19891995 (PSO); deterministic formulation circa 2002
LoojaGoldberg, D. E.; Holland, J. H.Kennedy, J., Eberhart, R. (PSO); deterministic variant formalized in convergence analysis literature
TüüpDeterministic evolutionary optimizationSwarm intelligence metaheuristic — deterministic variant
AlgallikasGoldberg, D. E. (1989). Genetic Algorithms in Search, Optimization, and Machine Learning. Addison-Wesley, Reading, MA. ISBN: 9780201157673Kennedy, J., Eberhart, R. (1995). Particle swarm optimization. Proceedings of ICNN'95 — International Conference on Neural Networks, vol. 4, pp. 1942–1948. IEEE. DOI ↗
RööpnimetusedDGA, Deterministic EA, Deterministic Evolutionary Algorithm, Deterministic Selection GADPSO, Deterministic PSO, PSO without stochastic components, Fully Deterministic PSO
Seotud56
KokkuvõteA Deterministic Genetic Algorithm (DGA) applies the structural framework of evolutionary computation — population, selection, crossover, and replacement — using entirely deterministic operators and fixed decision rules instead of stochastic sampling. By eliminating randomness, the algorithm becomes fully reproducible: running it twice on the same problem yields identical solutions, making it tractable for rigorous benchmarking, reproducibility studies, and systems where stochasticity is undesirable.Deterministic 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.
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ScholarGateVõrdle meetodeid: Deterministic Genetic Algorithm · Deterministic Particle Swarm Optimization. Loetud 2026-06-15 aadressilt https://scholargate.app/et/compare