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

Annealing Simulat Robust×Robust Tabu Search×
DomeniuSimulareSimulare
FamilieProcess / pipelineProcess / pipeline
Anul apariției1983 (SA); robust variant emerged 1990s–2000s1989 (TS); robust variant ~2000s
Autorul originalKirkpatrick, Gelatt & Vecchi (SA basis); robust formulation developed across the operations research communityGlover, F. (Tabu Search); robustness extensions by various authors
TipMetaheuristic with robustness evaluationMetaheuristic with robustness mechanism
Sursa seminalăKirkpatrick, S., Gelatt, C. D., Vecchi, M. P. (1983). Optimization by simulated annealing. Science, 220(4598), 671-680. DOI ↗Glover, F. (1989). Tabu search — Part I. ORSA Journal on Computing, 1(3), 190–206. DOI ↗
Denumiri alternativeRSA, Robust SA, Uncertainty-robust simulated annealing, Worst-case simulated annealingRTS, Robust TS, Uncertainty-aware Tabu Search, Tabu Search under Uncertainty
Înrudite56
RezumatRobust Simulated Annealing (RSA) adapts the classical simulated annealing metaheuristic to seek solutions that perform well not just under nominal conditions but across the full range of uncertain or adversarial parameter values. By embedding a robustness evaluation — worst-case, expected-case, or regret-based — into the SA acceptance step, RSA trades some nominal optimality for resilience, making it valuable when problem parameters are imprecisely known or subject to environmental variation.Robust 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.
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  3. PUBLISHED

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ScholarGateCompară metode: Robust Simulated Annealing · Robust Tabu Search. Preluat la 2026-06-18 de pe https://scholargate.app/ro/compare