综合马尔可夫链模型用于自适应多变量控制图和维修计划的经济统计设计

IF 1.9 4区 工程技术 Q3 ENGINEERING, INDUSTRIAL European Journal of Industrial Engineering Pub Date : 2023-01-01 DOI:10.1504/ejie.2023.127739
Jalal Taji, Hiwa Farughi, Hasan Rasay
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引用次数: 1

摘要

本文采用两种抽样方案的变参数卡方控制图,对具有多个质量特征的过程的均值进行了监测。为此,利用马尔可夫链的性质,开发了一个集成模型,协调与控制图的经济统计设计和维护计划相关的决策。如果发生故障,系统将自动关闭,并立即执行纠正维护活动。当正确识别出失控状态时,实施预防性维护活动。为了评估该模型的经济效率,将其最优成本与多元指数加权移动平均(MEWMA)控制图的最优成本以及应用固定参数的卡方控制图的模型进行了比较。并且考虑了ARL0和ARL1的约束,保证了模型的统计性能。数值分析结果表明,单位时间成本有了显著提高。[提交日期:2020年11月23日;录用日期:2021年11月28日]
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An integrated Markov chain model for the economic-statistical design of adaptive multivariate control charts and maintenance planning
In this paper, the mean of a process with several quality characteristics is monitored using a multivariate control chart which is a variable parameter (Vp) chi-square control chart with two types of sampling schemes. For this purpose, using the property of Markov chains, an integrated model is developed that coordinates the decisions related to the economic-statistical design of the control chart and maintenance planning. In the case of failure, the system will shut down automatically and a corrective maintenance activity will be performed immediately. Preventive maintenance activity is implemented when an out-of-control state is correctly identified. To evaluate the economic efficiency of the proposed model, a comparison between its optimum cost and the optimum cost of a multivariate exponentially weighted moving average (MEWMA) control chart and also a model that applies a chi-square control chart with fixed parameter is provided. Moreover, constraints related to ARL0 and ARL1 have been taken into account to ensure the statistical performance of the model. The results of the numerical analyses show a significant improvement in the cost per time unit. [Submitted: 23 November 2020; Accepted: 28 November 2021]
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来源期刊
European Journal of Industrial Engineering
European Journal of Industrial Engineering 工程技术-工程:工业
CiteScore
2.60
自引率
20.00%
发文量
55
审稿时长
6 months
期刊介绍: EJIE is an international journal aimed at disseminating the latest developments in all areas of industrial engineering, including information and service industries, ergonomics and safety, quality management as well as business and strategy, and at bridging the gap between theory and practice.
期刊最新文献
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