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Robustná optimalizácia rojom častíc×Robustné viaccieľové optimalizovanie×
OdborSimuláciaSimulácia
RodinaProcess / pipelineProcess / pipeline
Rok vzniku2000s2006
TvorcaKennedy, J. & Eberhart, R. C. (PSO); robustness extensions by multiple authors, 2000sDeb, K. & Gupta, H.
TypMetaheuristic — robust swarm-based optimizerOptimization framework
Pôvodný zdrojKennedy, J., Eberhart, R. C., & Shi, Y. (2001). Swarm Intelligence. Morgan Kaufmann Publishers. ISBN: 9781558605954Deb, K., & Gupta, H. (2006). Introducing robustness in multi-objective optimization. Evolutionary Computation, 14(4), 463–494. DOI ↗
Ďalšie názvyRobust PSO, RPSO, Uncertainty-robust PSO, PSO with robustnessRMOO, Robust MOO, Robust Pareto Optimization, Uncertainty-Robust Multi-Objective Optimization
Príbuzné64
ZhrnutieRobust Particle Swarm Optimization (Robust PSO) extends the classical PSO metaheuristic to explicitly account for uncertainty in the objective function, constraints, or decision variables. Rather than optimizing a single nominal objective, each candidate solution is evaluated over a set of uncertainty scenarios, and fitness is judged by a robustness criterion such as worst-case performance or expected value, yielding solutions that remain near-optimal even when conditions deviate from nominal assumptions.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 Particle Swarm Optimization · Robust Multi-Objective Optimization. Získané 2026-06-15 z https://scholargate.app/sk/compare