When Does the Gittins Policy Have Asymptotically Optimal Response Time Tail in the M/G/1?

被引:1
作者
Scully, Ziv [1 ]
van Kreveld, Lucas [2 ]
机构
[1] Cornell Univ, Sch Operat Res & Informat Engn, Ithaca, NY 14853 USA
[2] Eindhoven Univ Technol, Stochast Operat Res, NL-5612 AZ Eindhoven, Netherlands
关键词
queueing theory; scheduling; M/G/1; queue; Gittins index; response time tail; heavy-tailed distributions; light-tailed distributions; EXPONENTIAL DECAY; INDEX;
D O I
10.1287/opre.2022.0038
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
We consider scheduling in the M/G/1 queue with unknown job sizes. It is known that the Gittins policy minimizes mean response time in this setting. However, the behavior of the tail of response time under Gittins is poorly understood, even in the largeresponse -time limit. Characterizing Gittins's asymptotic tail behavior is important because if Gittins has optimal tail asymptotics, then it simultaneously provides optimal mean response time and good tail performance. In this work, we give the first comprehensive account of Gittins's asymptotic tail behavior. For heavy -tailed job sizes, we find that Gittins always has asymptotically optimal tail. The story for light -tailed job sizes is less clear-cut: Gittins's tail can be optimal, pessimal, or in between. To remedy this, we show that a modification of Gittins avoids pessimal tail behavior, while achieving near -optimal mean response time.
引用
收藏
页码:1412 / 1429
页数:19
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