JUSTIFYING DIFFUSION APPROXIMATIONS FOR MULTICLASS QUEUEING NETWORKS UNDER A MOMENT CONDITION

被引:8
作者
Ye, Heng-Qing [1 ]
Yao, David D. [2 ]
机构
[1] Hong Kong Polytech Univ, Dept Logist & Maritime Studies, Kowloon, Hong Kong, Peoples R China
[2] Columbia Univ, Dept Ind Engn & Operat Res, New York, NY 10027 USA
关键词
Multiclass queueing network; diffusion limit; interchange of limits; uniform stability; STATE-SPACE COLLAPSE; HEAVY-TRAFFIC OPTIMALITY; FLUID LIMIT MODELS; ASYMPTOTIC OPTIMALITY; SERVICE DISCIPLINES; STOCHASTIC NETWORK; CONVERGENCE; STATIONARITY; STABILITY; EQUILIBRIA;
D O I
10.1214/18-AAP1401
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Multiclass queueing networks (MQN) are, in general, difficult objects to study analytically. The diffusion approximation refers to using the stationary distribution of the diffusion limit as an approximation of the diffusion-scaled process (say, the workload) in the original MQN. To validate such an approximation amounts to justifying the interchange of two limits, t -> infinity and k -> infinity, with t being the time index and k, the scaling parameter. Here, we show this interchange of limits is justified under a p*th moment condition on the primitive data, the interarrival and service times; and we provide an explicit characterization of the required order (p*), which depends naturally on the desired order of moment of the workload process.
引用
收藏
页码:3652 / 3697
页数:46
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