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Robustné simulované žíhanie×Robustné viaccieľové optimalizovanie×
OdborSimuláciaSimulácia
RodinaProcess / pipelineProcess / pipeline
Rok vzniku1983 (SA); robust variant emerged 1990s–2000s2006
TvorcaKirkpatrick, Gelatt & Vecchi (SA basis); robust formulation developed across the operations research communityDeb, K. & Gupta, H.
TypMetaheuristic with robustness evaluationOptimization framework
Pôvodný zdrojKirkpatrick, S., Gelatt, C. D., Vecchi, M. P. (1983). Optimization by simulated annealing. Science, 220(4598), 671-680. DOI ↗Deb, K., & Gupta, H. (2006). Introducing robustness in multi-objective optimization. Evolutionary Computation, 14(4), 463–494. DOI ↗
Ďalšie názvyRSA, Robust SA, Uncertainty-robust simulated annealing, Worst-case simulated annealingRMOO, Robust MOO, Robust Pareto Optimization, Uncertainty-Robust Multi-Objective Optimization
Príbuzné54
ZhrnutieRobust 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 Multi-Objective Optimization (RMOO) is a framework for finding solutions that simultaneously optimize multiple conflicting objectives while remaining insensitive to perturbations in decision variables or problem parameters. Unlike classical MOO, RMOO explicitly incorporates uncertainty into the optimization loop, producing a robust Pareto front whose members perform well not only at the nominal design point but also across a neighbourhood of plausible operating conditions.
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ScholarGatePorovnať metódy: Robust Simulated Annealing · Robust Multi-Objective Optimization. Získané 2026-06-15 z https://scholargate.app/sk/compare