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

机译:具有依赖于队列的服务器的M / M / r排队系统的成本优化:遗传算法

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摘要

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.
机译:我们考虑具有无限容量的M / M / r排队系统,其中工作服务器的数量根据队列长度而变化。推导了系统中的稳态概率分布和预期的客户数量,将其用于构建成本函数。为了最小化系统的预期成本,我们使用遗传算法来找到激活服务器的最佳队列长度阈值及其相应的服务速率。提供了一些说明性示例,以演示该算法的过程如何为多服务器排队系统的最佳管理策略工作。

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