Cost optimization of an M/M/r queueing system with queue-dependent servers: genetic algorithm

J. Ke, J. Ke, Chuen-Horng Lin
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引用次数: 7

Abstract

We consider an M/M/r queueing system with infinite capacity, in which the number of working servers changes depending on the queue length. The steady-state probability distributions and the expected number of customers in the system are derived, which are used to construct a cost function. In order to minimize the expected cost of the system, we use the genetic algorithm to find the best thresholds of queue length in activating servers and their corresponding service rate. Some illustrative examples are provided to demonstrate how the process of this algorithm works for the optimal management policy of the multi-server queueing system.
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具有队列依赖服务器的M/M/r排队系统的成本优化:遗传算法
我们考虑一个无限容量的M/M/r队列系统,其中工作服务器的数量随队列长度的变化而变化。导出了系统的稳态概率分布和期望顾客数,并利用它们构造了成本函数。为了使系统的期望成本最小化,我们使用遗传算法找到激活服务器的最佳队列长度阈值及其相应的服务率。举例说明了该算法在多服务器排队系统的最优管理策略中的应用过程。
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