TWO-CLASS ROUTING WITH ADMISSION CONTROL AND STRICT PRIORITIES
We consider the problem of routing and admission control in a loss system featuring two classes of arriving jobs (high-priority and low-priority jobs) and two types of servers, in which decision-making for high-priority jobs is forced, and rewards influence the desirability of each of the four possi...
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Published in | Probability in the engineering and informational sciences Vol. 32; no. 2; pp. 163 - 178 |
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Main Authors | , , |
Format | Journal Article |
Language | English |
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New York, USA
Cambridge University Press
01.04.2018
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Abstract | We consider the problem of routing and admission control in a loss system featuring two classes of arriving jobs (high-priority and low-priority jobs) and two types of servers, in which decision-making for high-priority jobs is forced, and rewards influence the desirability of each of the four possible routing decisions. We seek a policy that maximizes expected long-run reward, under both the discounted reward and long-run average reward criteria, and formulate the problem as a Markov decision process. When the reward structure favors high-priority jobs, we demonstrate that there exists an optimal monotone switching curve policy with slope of at least −1. When the reward structure favors low-priority jobs, we demonstrate that the value function, in general, lacks structure, which complicates the search for structure in optimal policies. However, we identify conditions under which optimal policies can be characterized in greater detail. We also examine the performance of heuristic policies in a brief numerical study. |
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AbstractList | We consider the problem of routing and admission control in a loss system featuring two classes of arriving jobs (high-priority and low-priority jobs) and two types of servers, in which decision-making for high-priority jobs is forced, and rewards influence the desirability of each of the four possible routing decisions. We seek a policy that maximizes expected long-run reward, under both the discounted reward and long-run average reward criteria, and formulate the problem as a Markov decision process. When the reward structure favors high-priority jobs, we demonstrate that there exists an optimal monotone switching curve policy with slope of at least −1. When the reward structure favors low-priority jobs, we demonstrate that the value function, in general, lacks structure, which complicates the search for structure in optimal policies. However, we identify conditions under which optimal policies can be characterized in greater detail. We also examine the performance of heuristic policies in a brief numerical study. We consider the problem of routing and admission control in a loss system featuring two classes of arriving jobs (high-priority and low-priority jobs) and two types of servers, in which decision-making for high-priority jobs is forced, and rewards influence the desirability of each of the four possible routing decisions. We seek a policy that maximizes expected long-run reward, under both the discounted reward and long-run average reward criteria, and formulate the problem as a Markov decision process. When the reward structure favors high-priority jobs, we demonstrate that there exists an optimal monotone switching curve policy with slope of at least -1. When the reward structure favors low-priority jobs, we demonstrate that the value function, in general, lacks structure, which complicates the search for structure in optimal policies. However, we identify conditions under which optimal policies can be characterized in greater detail. We also examine the performance of heuristic policies in a brief numerical study. |
Author | Chong, Kenneth C. Henderson, Shane G. Lewis, Mark E. |
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Cites_doi | 10.1007/BF01158935 10.1287/mnsc.1060.0651 10.1097/00005373-198401000-00002 10.1002/nav.21611 10.1287/mnsc.16.3.234 10.1287/msom.2015.0555 10.1016/j.resuscitation.2011.04.006 10.1287/opre.23.4.687 10.1109/9.256332 10.1109/26.950352 10.1287/opre.51.2.255.12787 10.1287/mnsc.18.7.349 10.1016/0305-0548(81)90038-1 10.1287/opre.27.3.616 10.1080/0740817X.2012.665200 10.1002/9780470316887 10.1109/TAC.1985.1104054 10.1080/15326340500481721 10.1214/aoap/1015345343 10.1287/opre.1090.0745 10.1287/trsc.15.2.115 10.1007/s10479-012-1086-5 10.1109/TAC.2003.815038 10.1287/mnsc.44.3.311 10.1017/S0269964899133047 10.1214/aoap/1028903452 10.1287/opre.1040.0193 |
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SubjectTerms | Admission control Decision making Markov processes Policies |
Title | TWO-CLASS ROUTING WITH ADMISSION CONTROL AND STRICT PRIORITIES |
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