A graphical investigation of error bounds for moment-based queueing approximations |
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Authors: | Mary A. Johnson Michael R. Taaffe |
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Affiliation: | (1) Department of Mechanical and Industrial Engineering, University of Illinois - Urbana/Champaign, 61801 Urbana, IL, USA;(2) Department of Operations and Management Science, University of Minnesota, 55455 Minneapolis, MN, USA |
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Abstract: | Many approximations of queueing performance measures are based on moment matching. Empirical and theoretical results show that although approximations based on two moments are often accurate, two-moment approximations can be arbitrarily bad and sometimes three-moment approximations are far better. In this paper, we investigate graphically error bounds for two- and three-moment approximations of three performance measures forGI/M/ · type models. Our graphical analysis provides insight into the adequacy of two- and three-moment approximations as a function of standardized moments of the interarrival-time distribution. We also discuss how the behavior of these approximations varies with other model parameters and with the performance measure being approximated. |
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Keywords: | Error bounds moment matching queueing approximations |
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