مقایسهٔ روشها
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| شبیهسازی رویداد گسسته مقاوم× | مدل مارکوف مقاوم× | |
|---|---|---|
| حوزه | شبیهسازی | شبیهسازی |
| خانواده | Process / pipeline | Process / pipeline |
| سال پیدایش≠ | 1990s–2000s | 2005 |
| پدیدآور≠ | Banks, Carson, Nelson, Nicol (canonical DES); robust extensions: operations research community | Nilim & El Ghaoui; Iyengar |
| نوع≠ | Simulation with robustness analysis | Robust probabilistic model |
| منبع بنیادین≠ | Banks, J., Carson, J. S., Nelson, B. L., & Nicol, D. M. (2010). Discrete-Event System Simulation (5th ed.). Prentice Hall. ISBN: 9780136062127 | Nilim, A., El Ghaoui, L. (2005). Robust control of Markov decision processes with uncertain transition matrices. Operations Research, 53(5), 780-798. DOI ↗ |
| نامهای دیگر | Robust DES, Uncertainty-Aware DES, Robust DEVS, Resilient Discrete-Event Simulation | RMM, Robust Markov Chain, Uncertain Markov Model, Interval Markov Model |
| مرتبط≠ | 6 | 4 |
| خلاصه≠ | Robust 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. |
| ScholarGateمجموعهداده ↗ |
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