Randomized routing schemes for large processor sharing systems with multiple service rates

Arpan Mukhopadhyay, R. Mazumdar
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引用次数: 5

Abstract

We consider randomized job routing techniques for a system consisting of a large number of parallel processor sharing servers with heterogeneous server speeds. In particular, a scheme, that routes an incoming job request to the server providing the highest instantaneous processing rate per job among two servers, chosen uniformly at random, is proposed. We show that, unlike the homogeneous case, in the heterogeneous case, such randomized dynamic schemes need not always perform better than the optimal static scheme (in which jobs are assigned to servers with fixed probabilities independent of server states) in terms of reducing the mean response time of jobs. Specifically, we show that the stability region under the proposed scheme is a subset of that under the optimal static routing scheme. We also obtain the stationary tail distribution of server occupancies for the proposed scheme in the limit as the system size grows to infinity. This distribution has been shown to be insensitive to job length distribution and decay super-exponentially.
具有多个服务速率的大型处理器共享系统的随机路由方案
我们考虑了由大量并行处理器共享服务器组成的系统的随机作业路由技术,这些服务器具有不同的服务器速度。特别提出了一种在随机选择的两台服务器中,将作业请求路由到作业瞬时处理率最高的服务器的方案。我们表明,与同构情况不同,在异构情况下,这种随机动态方案在减少作业的平均响应时间方面并不总是比最优静态方案(其中作业被分配给具有固定概率的服务器,与服务器状态无关)表现得更好。具体来说,我们证明了该方案下的稳定区域是最优静态路由方案下的一个子集。在系统规模趋于无穷大的极限情况下,得到了该方案服务器占用率的平稳尾分布。该分布对作业长度分布不敏感,并呈超指数衰减。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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