Process / pipelineSimulation / optimization
贝叶斯排队模拟 — 将贝叶斯参数推断与随机排队模拟相结合
贝叶斯排队模拟将贝叶斯统计推断与随机排队模拟相结合，用于在参数不确定性下对等待线系统进行建模。它不将到达率和服务率视为固定的已知值，而是为它们设置先验分布，用观测数据更新这些先验以获得后验分布，并通过重复模拟运行来传播由此产生的参数不确定性，从而对队列长度、等待时间和服务利用率等系统性能指标进行概率预测。
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Method map
The neighbourhood of related methods — select a node to explore.
来源
- Armero, C., & Bayarri, M. J. (1994). Bayesian prediction in M/M/1 queues. Queueing Systems, 15(1–4), 401–417. DOI: 10.1007/BF01189248 ↗
- Insua, D. R., Wiper, M., & Ruggeri, F. (1998). Bayesian analysis of M/Er/1 and M/H_k/1 queues. Queueing Systems, 30(3–4), 289–308. DOI: 10.1023/a:1019173206509 ↗
如何引用本页
ScholarGate. (2026, June 3). Bayesian Queueing Simulation — Bayesian parameter inference integrated with stochastic queueing simulation. ScholarGate. https://scholargate.app/zh/simulation/bayesian-queueing-simulation
Which method?
Set this method beside its closest kin and read them side by side — the library lays the books on the table; the choice is yours.
- 贝叶斯蒙特卡洛模拟仿真↔ compare
- 离散事件仿真 (DES)仿真↔ compare
- 马尔可夫模型仿真↔ compare
- 蒙特卡洛模拟决策↔ compare
- 排队仿真仿真↔ compare
- 随机排队模拟仿真↔ compare