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Ottimizzazione Stocastica Multi-Obiettivo×Ottimizzazione Robusta Multi-Obiettivo×
CampoSimulazioneSimulazione
FamigliaProcess / pipelineProcess / pipeline
Anno di origine1990s–2000s2006
IdeatoreVarious (Fonseca, Fleming, Deb, Zitzler, and others)Deb, K. & Gupta, H.
TipoStochastic metaheuristic optimizationOptimization framework
Fonte seminaleDeb, K. (2001). Multi-Objective Optimization Using Evolutionary Algorithms. Wiley, Chichester. ISBN: 9780471873396Deb, K., & Gupta, H. (2006). Introducing robustness in multi-objective optimization. Evolutionary Computation, 14(4), 463–494. DOI ↗
AliasSMOO, Stochastic MOO, Multi-objective optimization under uncertainty, Robust multi-objective optimizationRMOO, Robust MOO, Robust Pareto Optimization, Uncertainty-Robust Multi-Objective Optimization
Correlati54
SintesiStochastic Multi-Objective Optimization (SMOO) is a class of methods that simultaneously optimizes two or more conflicting objectives when parameters, costs, or constraints are uncertain or random. Rather than a single optimal solution, it produces a Pareto front of non-dominated solutions, each representing a different balance among objectives under the modeled uncertainty.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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ScholarGateConfronta i metodi: Stochastic Multi-Objective Optimization · Robust Multi-Objective Optimization. Consultato il 2026-06-15 da https://scholargate.app/it/compare