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Optimització per Colònia d'Abelles Artificials (ABC)×Algorisme genètic×
CampOptimitzacióOptimització
FamíliaProcess / pipelineProcess / pipeline
Any d'origen20071975
Autor originalDervis Karaboga & Bahriye BasturkJohn Henry Holland
TipusSwarm Intelligence MetaheuristicPopulation-based metaheuristic
Font seminalKaraboga, D., & Basturk, B. (2007). A powerful and efficient algorithm for numerical function optimization: artificial bee colony (ABC) algorithm. Journal of Global Optimization, 39(3), 459–471. DOI ↗Holland, J.H. (1975). Adaptation in Natural and Artificial Systems. University of Michigan Press. link ↗
ÀliesABC Algorithm, Bee Colony Optimization, Swarm-Based Bee Search, Yapay Arı KolonisiGA, evolutionary algorithm, Genetik Algoritma — Evrimsel Optimizasyon
Relacionats35
ResumArtificial Bee Colony (ABC) is a population-based swarm intelligence metaheuristic introduced by Karaboga and Basturk in 2007. It models the cooperative foraging behavior of a honey bee colony to search for optimal solutions in continuous numerical optimization problems. The algorithm divides candidate solutions among three bee types — employed, onlooker, and scout — and iteratively refines them through local search and probabilistic selection, making it well-suited for researchers and engineers tackling complex, multimodal optimization landscapes.A genetic algorithm (GA) is a population-based metaheuristic optimization method introduced by John Henry Holland (1975) that mimics the principles of natural selection. It maintains a population of candidate solutions and iteratively improves them through selection, crossover, and mutation operators, making it especially powerful on discontinuous, non-convex, and multi-modal search spaces where classical gradient-based methods fail.
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ScholarGateCompara mètodes: Artificial Bee Colony · Genetic Algorithm. Recuperat el 2026-06-15 de https://scholargate.app/ca/compare