Economic-statistical design of Bayesian X over line control chart based on the predictive distribution

被引:2
|
作者
Seirani, Razieh [1 ,2 ]
Torabian, Mohsen [3 ]
Behzadi, Mohammad Hassan [1 ,2 ]
Seif, Asghar [4 ]
机构
[1] Islamic Azad Univ, Dept Stat Sci, Tehran, Iran
[2] Islamic Azad Univ, Res Branch, Tehran, Iran
[3] Islamic Azad Univ, Dept Math, Qazvin Branch, Qazvin, Iran
[4] Bu Ali Sina Univ, Dept Stat, Hamadan, Iran
关键词
Economic Bayesian X control chart; Prior distribution; Predictive distribution; Economic- statistical design (ESD); Genetic algorithm; VARIANCE;
D O I
10.1108/IJQRM-06-2022-0170
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
Purpose - The purpose of this paper is to present an economic-statistical design (ESD) for the Bayesian X over line control chart based on predictive distribution with two types of informative and noninformative prior distributions.Design/methodology/approach- The design used in this study is based on determining the control chart of the predictive distribution and then its ESD. The new proposed cost model is presented by considering the conjugate and Jeffrey's prior distribution in calculating the expected total cycle time and expected cost per cycle, and finally, the optimal design parameters and related costs are compared with the fixed ratio sampling (FRS) mode.Findings-Numerical results show decreases in costs in this Bayesian approach with both Jeffrey's and conjugate prior distribution compared to the FRS mode. This result shows that the Bayesian approach which is based on predictive density works better than the classical approach. Also, for the Bayesian approach, however, there is no significant difference between the results of using Jeffrey's and conjugate prior distributions. Using sensitivity analysis, the effect of cost parameters and shock model parameters and deviation from the mean on the optimal values of design parameters and related costs have been investigated and discussed.Practical implications-This research adds to the body of knowledge related to quality control of process monitoring systems. This paper may be of particular interest to quality system practitioners for whom the effect of the prior distribution of parameters on the quality characteristic distribution is important.Originality/value-economic statistical design (ESD) of Bayesian control charts based on predictive distribution is presented for the first time.
引用
收藏
页码:1925 / 1939
页数:15
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