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首页> 外文期刊>Journal of intelligent & fuzzy systems: Applications in Engineering and Technology >Fuzzy control of two-station queueing networks with two types of customer
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Fuzzy control of two-station queueing networks with two types of customer

机译:具有两种类型客户的两站排队网络的模糊控制

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摘要

This paper considers tandem two-station queueing networks with two types of customers. Firstly, we examine a model where type 1 customers visit station 1 only while type 2 customers visit both stations in sequence. Each station has a single server and unlimited buffer capacity. The service rate in station 1 is variable. The cost depends on the queue length and selected rate. The objective is to dynamically route customers of both types to station 1 and choose the service rate, based on the state of the system, so as to minimize the average cost over an infinite horizon. Secondly, we examine a system in which station 1 has one server, station 2 two servers, and the buffers have infinite capacity. Two types of customers are first served at station 1 and subsequently proceed to the buffer of a given server according to type in station 2. A reward is earned whenever station 1 accepts a customer and a holding cost is incurred by a customer in buffer at station 2. The objective is to dynamically select the type of customer to be next served at station 1 50 as to maximize the average benefit. Customer routing, service rate selection, and flow control are considered simultaneously. We use fuzzy control to solve these complex problems. Simulation shows that the approach is efficient.
机译:本文考虑具有两种类型客户的串联两站排队网络。首先,我们研究一个模型,其中类型1的客户仅访问站点1,而类型2的客户依次访问两个站点。每个工作站都有一台服务器和无限的缓冲区容量。站点1中的服务费率是可变的。成本取决于队列长度和所选速率。目的是将两种类型的客户动态路由到站点1,并根据系统状态选择服务费率,以最大程度地降低无限期的平均成本。其次,我们检查一个系统,其中工作站1具有一台服务器,工作站2具有两台服务器,并且缓冲区具有无限容量。两种类型的客户首先在站点1服务,然后根据站点2的类型进入到给定服务器的缓冲区。只要站点1接受客户并且客户在站点1的缓冲区中产生持有成本,便会获得奖励。 2.目的是动态选择要在站1 50下次服务的客户类型,以使平均收益最大化。同时考虑了客户路由,服务费率选择和流量控制。我们使用模糊控制来解决这些复杂的问题。仿真表明该方法是有效的。

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