考虑休假政策和客户不耐烦的多站不可靠机器模型

IF 2.3 2区 工程技术 Q3 ENGINEERING, INDUSTRIAL Quality Technology and Quantitative Management Pub Date : 2022-04-24 DOI:10.1080/16843703.2022.2054088
A. Bouchentouf, Mohamed Boualem, Lahcene Yahiaoui, Hijaz Ahmad
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引用次数: 10

摘要

摘要:在不同的现实生活中,工作假期排队、故障和客户不耐烦有很多应用。开发这些模型以确定其性能是极其重要的。在本文中,我们处理了一个有限种群的马尔可夫多服务器系统,该系统在多个同步工作假期下,具有故障、维修、伯努利反馈、拒绝、背叛和保留背叛客户。所研究的模型在现实世界的机器系统中具有潜在的应用,例如空间有限的自动化制造系统。为了进行分析,我们采用Q矩阵方法来获得稳态概率以及几个系统特性的闭合形式表达式。介绍了当前研究的具体案例。我们构造了期望成本函数,并发展了一个优化问题来确定最优成本。应用直接搜索法和拟牛顿法以最小的成本找到工作假期和正常繁忙期间的最佳系统容量、最小服务器数量和最佳服务率。最后,对数值模拟进行了灵敏度分析。
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A multi-station unreliable machine model with working vacation policy and customers’ impatience
ABSTRACT Working vacation queues with breakdowns and customers impatience have many applications in different real-life situations. The development of these models to determine their performance is extremely important. In this paper, we deal with a finite population Markovian multi-server machine system with breakdowns, repairs, Bernoulli feedback, balking, reneging, and retention of reneged customers, under multiple synchronous working vacations. The investigated model has a potential application in the real-world machine systems, such as the automated manufacturing systems with limited space. For the analysis purpose, we employ Q-matrix method in order to obtain the steady-state probabilities as well as closed-form expressions for several system characteristics. Particular cases of the current study are presented. We construct the expected cost function and develop an optimization problem to determine the optimum cost. The direct search method and the Quasi–Newton method are applied to find the optimum system capacity, the minimum number of servers, and the optimum service rates during both working vacation and regular busy periods at minimum cost. Lastly, a sensitivity analysis for the numerical simulation is carried out.
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来源期刊
Quality Technology and Quantitative Management
Quality Technology and Quantitative Management ENGINEERING, INDUSTRIAL-OPERATIONS RESEARCH & MANAGEMENT SCIENCE
CiteScore
5.10
自引率
21.40%
发文量
47
审稿时长
>12 weeks
期刊介绍: Quality Technology and Quantitative Management is an international refereed journal publishing original work in quality, reliability, queuing service systems, applied statistics (including methodology, data analysis, simulation), and their applications in business and industrial management. The journal publishes both theoretical and applied research articles using statistical methods or presenting new results, which solve or have the potential to solve real-world management problems.
期刊最新文献
Comprehensive review of high-dimensional monitoring methods: trends, insights, and interconnections Call center data modeling: a queueing science approach based on Markovian arrival process A new phase-type distribution-based method for time-dependent system reliability analysis Monitoring of high-dimensional and high-frequency data streams: A nonparametric approach Equilibrium balking behavior of customers and regulation measures in a multi-server queue with threshold policy
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