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Mechanical Engineering Home > Seminars > Fall 2003 Fall 2003 |
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ME/IE 8773-8774
Main Department Seminar
Host: Joachim V.R. Heberlein Applications of Markov Decision Processes to Queueing Control by Mark E. Lewis Time permitting, we will discuss three problems in queueing control. The first two consider pricing and admission control as congestion control mechanisms in a non-stationary queueing system. For each fixed time, optimal pricing and admission control strategies are shown to be non-decreasing in the number of customers in the system. This extends well-known stationary results to the non-stationary setting. The third problem is one of dynamic load balancing in a parallel processing system. After insights are drawn from the two-server case, we discuss how these results can be used to develop heuristics for the n-server case. Professor Mark Lewis received his Ph.D. in 1998 from the Georgia Institute of Technology after being co-advised by Professors Hayriye Ayhan and Robert (Bob) Foley. He then spent a year as a postdoctoral fellow at the Universiy of British Columbia and worked with Professor Martin L. Puterman. Among his awards are an honorable mention for the INFORMS Dantzig Dissertation Award, the Georgia Tech FACES award, and the National Science Foundation's Career Award. His research interests include applications of Markov decision processes. In particular, Professor Lewis has done research on non-stationary queues, parallel processing, inventory/production control, and transportation networks.
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