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Examinează metodele selectate una lângă alta; rândurile care diferă sunt evidențiate.

Robust Tabu Search×Algoritm Genetic Robust×
DomeniuSimulareSimulare
FamilieProcess / pipelineProcess / pipeline
Anul apariției1989 (TS); robust variant ~2000s2005 (systematic survey); earlier applications from late 1990s
Autorul originalGlover, F. (Tabu Search); robustness extensions by various authorsJin, Y. and Branke, J. (systematic formalization); roots in Holland (1975)
TipMetaheuristic with robustness mechanismMetaheuristic evolutionary optimizer with robustness mechanism
Sursa seminalăGlover, F. (1989). Tabu search — Part I. ORSA Journal on Computing, 1(3), 190–206. DOI ↗Jin, Y., Branke, J. (2005). Evolutionary optimization in uncertain environments — a survey. IEEE Transactions on Evolutionary Computation, 9(3), 303–317. DOI ↗
Denumiri alternativeRTS, Robust TS, Uncertainty-aware Tabu Search, Tabu Search under UncertaintyRGA, Robust GA, Uncertainty-Aware Genetic Algorithm, Noise-Tolerant Genetic Algorithm
Înrudite66
RezumatRobust Tabu Search (RTS) extends the classical Tabu Search metaheuristic by evaluating candidate solutions not only on their nominal objective value but also on their performance under uncertainty. Instead of seeking the best solution for a single scenario, RTS seeks solutions that perform well across a range of scenarios or realizations, trading peak optimality for reliability.The Robust Genetic Algorithm (RGA) extends standard genetic algorithms to find solutions that perform well not only at the nominal design point but also when subjected to uncertainty in decision variables, parameters, or fitness evaluations. By incorporating explicit robustness measures into selection pressure, RGA balances optimality against sensitivity to perturbation, making it suitable for engineering design, scheduling, and policy optimization under real-world variability.
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  1. v1
  2. 2 Surse
  3. PUBLISHED

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ScholarGateCompară metode: Robust Tabu Search · Robust Genetic Algorithm. Preluat la 2026-06-15 de pe https://scholargate.app/ro/compare