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Robustná optimalizácia rojom častíc×Multi-Objective Particle Swarm Optimization (MOPSO)×
OdborSimuláciaSimulácia
RodinaProcess / pipelineProcess / pipeline
Rok vzniku2000s2004
TvorcaKennedy, J. & Eberhart, R. C. (PSO); robustness extensions by multiple authors, 2000sCoello Coello, C. A., Pulido, G. T., & Lechuga, M. S.
TypMetaheuristic — robust swarm-based optimizerPopulation-based swarm metaheuristic
Pôvodný zdrojKennedy, J., Eberhart, R. C., & Shi, Y. (2001). Swarm Intelligence. Morgan Kaufmann Publishers. ISBN: 9781558605954Coello Coello, C. A., Pulido, G. T., & Lechuga, M. S. (2004). Handling multiple objectives with particle swarm optimization. IEEE Transactions on Evolutionary Computation, 8(3), 256–279. DOI ↗
Ďalšie názvyRobust PSO, RPSO, Uncertainty-robust PSO, PSO with robustnessMOPSO, Multi-objective PSO, Pareto PSO, Vector-evaluated PSO
Príbuzné65
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.Multi-Objective Particle Swarm Optimization (MOPSO) is a swarm-intelligence metaheuristic that extends the original Particle Swarm Optimization (PSO) to handle multiple conflicting objective functions simultaneously. It maintains an external Pareto archive and uses dominance-based selection to guide a population of candidate solutions toward the true Pareto front without requiring a priori preference information.
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ScholarGatePorovnať metódy: Robust Particle Swarm Optimization · Multi-objective particle swarm optimization. Získané 2026-06-17 z https://scholargate.app/sk/compare