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Robusni NSGA-II×Робусна мултиобјективна оптимизација×
OblastSimulacijaSimulacija
PorodicaProcess / pipelineProcess / pipeline
Godina nastanka20062006
TvoracKalyanmoy Deb and Himanshu GuptaDeb, K. & Gupta, H.
TipRobust evolutionary multi-objective optimization algorithmOptimization framework
Temeljni izvorDeb, K., Pratap, A., Agarwal, S., & Meyarivan, T. (2002). A fast and elitist multiobjective genetic algorithm: NSGA-II. IEEE Transactions on Evolutionary Computation, 6(2), 182-197. DOI ↗Deb, K., & Gupta, H. (2006). Introducing robustness in multi-objective optimization. Evolutionary Computation, 14(4), 463–494. DOI ↗
Drugi naziviRobust NSGA2, NSGA-II under uncertainty, Uncertainty-aware NSGA-II, RNSGA-IIRMOO, Robust MOO, Robust Pareto Optimization, Uncertainty-Robust Multi-Objective Optimization
Srodne54
SažetakRobust NSGA-II extends the classic NSGA-II evolutionary algorithm to account for parametric uncertainty, finding Pareto-optimal trade-off solutions that remain high-performing even when input parameters deviate from their nominal values. Instead of optimizing objective values at a single point, it evaluates each candidate solution across a range or distribution of uncertainty realizations and selects for robustness alongside Pareto dominance.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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ScholarGateUporedite metode: Robust NSGA-II · Robust Multi-Objective Optimization. Preuzeto 2026-06-15 sa https://scholargate.app/sr/compare