Perturbation analysis of theGI/GI/1 queue |
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Authors: | Michael A. Zazanis Rajan Suri |
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Affiliation: | (1) Department of Industrial Engineering and Operations Research, University of Massachusetts, 01003 Amherst, MA, USA;(2) Department of Industrial Engineering, University of Wisconsin, 1513 University Avenue, 53706 Madison, WI, USA |
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Abstract: | We examine a family ofGI/GI/1 queueing processes generated by a parametric family of service time distributions,F(x, ), and we show that under suitable conditions the corresponding customer stationary expectation of the system time is twice continuously differentiable with respect to . Expressions for the derivatives are given which are suitable for single run derivative estimation. These results are extended to parameters of the interarrival time distribution and expressions for the corresponding second derivatives (as well as partial second derivatives involving both interarrivai and service time parameters) are also obtained. Finally, we present perturbation analysis algorithms based on these expressions along with simulation results demonstrating their performance. |
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Keywords: | Sensitivity analysis second derivatives estimation |
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