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ديناميكيات النظام البايزية×ديناميكيات النظم العشوائية×
المجالالمحاكاةالمحاكاة
العائلةProcess / pipelineProcess / pipeline
سنة النشأة2000s–2010s1980s–2000s
صاحب الطريقةRahmandad, H.; Sterman, J. D. and related SD/Bayesian communitiesJay W. Forrester (base SD); stochastic extensions developed through 1980s–2000s by multiple researchers
النوعSimulation with probabilistic parameter learningContinuous stochastic simulation
المصدر التأسيسيRahmandad, H., & Sterman, J. D. (2008). Heterogeneity and network structure in the dynamics of diffusion: Comparing agent-based and differential equation models. Management Science, 54(5), 998–1014. DOI ↗Sterman, J.D. (2000). Business Dynamics: Systems Thinking and Modeling for a Complex World. Irwin McGraw-Hill. ISBN: 978-0072389159
الأسماء البديلةBSD, Bayesian SD, Bayesian SD modeling, Probabilistic System DynamicsSSD, stochastic stock-flow modelling, probabilistic system dynamics, random system dynamics
ذات صلة65
الملخصBayesian System Dynamics (BSD) integrates Bayesian statistical inference with causal stock-and-flow simulation models. Prior knowledge about model parameters is updated using observed time-series data to produce posterior distributions, which are then propagated through the simulation to yield probabilistic forecasts and policy evaluations rather than single deterministic trajectories.Stochastic System Dynamics (SSD) extends conventional system dynamics by replacing fixed parameter values and deterministic flow equations with probability distributions and random draws. Running many replications of the stock-flow model yields probabilistic trajectories — confidence bands rather than single lines — enabling rigorous uncertainty quantification and risk analysis in complex feedback systems such as epidemic models, supply chains, and energy policy scenarios.
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  3. PUBLISHED

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ScholarGateقارن الطرق: Bayesian System Dynamics · Stochastic System Dynamics. استُرجع بتاريخ 2026-06-17 من https://scholargate.app/ar/compare