STRUCTURAL CONDITIONS FOR PERTURBATION ANALYSIS OF QUEUING-SYSTEMS

被引:9
|
作者
GLASSERMAN, P
机构
[1] Columbia University, New York, New York
关键词
DESIGN; PERFORMANCE; THEORY; GRADIENT ESTIMATION; NETWORKS OF QUEUES; PERTURBATION ANALYSIS; SENSITIVITY ANALYSIS; SIMULATION;
D O I
10.1145/115234.115348
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Infinitesimal perturbation analysis is a technique for estimating derivatives of performance indices from simulation or observation of discrete event systems. Such derivative estimates are useful in performing optimization and sensitivity analysis through simulation. A general formulation of finite-horizon perturbation analysis derivative estimates is given, and then sufficient conditions for their use is presented with a variety of queuing systems. In particular, the effect of such features is investigated as multiple customer classes, state-dependent routing, finite buffers and complex queuing disciplines. In several cases, our conditions impose restrictions on the topology of a network; in all cases, the conditions are easy to check. The results contained here are obtained by specializing conditions established in a general framework in earlier work, and should serve as a practical guide for possible applications of perturbation analysis.
引用
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页码:1005 / 1025
页数:21
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