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Robustní diskrétně-událostní simulace×Robustní Markovův model×
OborSimulaceSimulace
RodinaProcess / pipelineProcess / pipeline
Rok vzniku1990s–2000s2005
TvůrceBanks, Carson, Nelson, Nicol (canonical DES); robust extensions: operations research communityNilim & El Ghaoui; Iyengar
TypSimulation with robustness analysisRobust probabilistic model
Původní zdrojBanks, J., Carson, J. S., Nelson, B. L., & Nicol, D. M. (2010). Discrete-Event System Simulation (5th ed.). Prentice Hall. ISBN: 9780136062127Nilim, A., El Ghaoui, L. (2005). Robust control of Markov decision processes with uncertain transition matrices. Operations Research, 53(5), 780-798. DOI ↗
Další názvyRobust DES, Uncertainty-Aware DES, Robust DEVS, Resilient Discrete-Event SimulationRMM, Robust Markov Chain, Uncertain Markov Model, Interval Markov Model
Příbuzné64
ShrnutíRobust Discrete-Event Simulation (Robust DES) is a simulation methodology that extends classical discrete-event simulation by explicitly incorporating uncertainty in model parameters — such as interarrival times, service durations, and resource capacities — and evaluating system performance across worst-case or distributional uncertainty sets rather than point estimates alone. It is widely applied in manufacturing, healthcare, logistics, and supply chain systems where parameter misspecification or real-world variability can lead to misleading simulation conclusions.A Robust Markov Model applies robustness principles to Markov chains by replacing single-point transition probabilities with uncertainty sets, then optimizing against the worst-case realization. Originally developed for robust Markov decision processes in operations research, it is used wherever transition rates are estimated with noise or are subject to adversarial variation, ensuring decisions remain safe across the full uncertainty range.
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ScholarGatePorovnat metody: Robust Discrete-Event Simulation · Robust Markov Model. Získáno 2026-06-17 z https://scholargate.app/cs/compare