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Variable Neighborhood Search (VNS)×Algoritma Genetik×
BidangOptimasiOptimasi
KeluargaProcess / pipelineProcess / pipeline
Tahun asal19971975
PencetusJohn Henry Holland
TipeMetaheuristic — neighborhood-basedPopulation-based metaheuristic
Sumber perintisMladenović, N. & Hansen, P. (1997). Variable Neighborhood Search. Computers & Operations Research, 24(11), 1097–1100. DOI ↗Holland, J.H. (1975). Adaptation in Natural and Artificial Systems. University of Michigan Press. link ↗
AliasVNS, Değişken Komşuluk Araması (VNS), variable neighbourhood searchGA, evolutionary algorithm, Genetik Algoritma — Evrimsel Optimizasyon
Terkait45
RingkasanVariable Neighborhood Search (VNS) is a metaheuristic optimization framework introduced by Mladenović and Hansen in 1997. It escapes local optima by systematically switching among a predefined set of neighborhood structures — first perturbing the current solution (shaking) to reach a different region of the search space, then applying a local search within that region, and finally accepting the new solution only if it improves the incumbent. The method is flexible enough to handle combinatorial problems (routing, scheduling, graph problems) as well as continuous optimization, making it one of the most widely used neighborhood-based metaheuristics in operations research.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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ScholarGateBandingkan metode: Variable Neighborhood Search · Genetic Algorithm. Diakses 2026-06-17 dari https://scholargate.app/id/compare