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Krahasoni metodat

Shqyrtoni metodat e zgjedhura krah për krah; rreshtat që ndryshojnë janë të theksuar.

Algoritëm Gjenetik Determinist×Optimizimi Determinist i Stoqeve të Partikujve×
FushaSimulimiSimulimi
FamiljaProcess / pipelineProcess / pipeline
Viti i origjinës1975–19891995 (PSO); deterministic formulation circa 2002
KrijuesiGoldberg, D. E.; Holland, J. H.Kennedy, J., Eberhart, R. (PSO); deterministic variant formalized in convergence analysis literature
LlojiDeterministic evolutionary optimizationSwarm intelligence metaheuristic — deterministic variant
Burimi themeluesGoldberg, 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 ↗
Emërtime të tjeraDGA, Deterministic EA, Deterministic Evolutionary Algorithm, Deterministic Selection GADPSO, Deterministic PSO, PSO without stochastic components, Fully Deterministic PSO
Të lidhura56
PërmbledhjaA 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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  3. PUBLISHED

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ScholarGateKrahasoni metodat: Deterministic Genetic Algorithm · Deterministic Particle Swarm Optimization. Marrë më 2026-06-15 nga https://scholargate.app/sq/compare