Economic-statistical design of simple linear profiles with variable sampling interval

被引:14
作者
Ershadi, M. J. [1 ]
Noorossana, R. [2 ]
Niaki, S. T. A. [3 ]
机构
[1] Iranian Res Inst Informat Sci & Technol IRANDOC, Dept Engn, 1090 Palestin Intersect Enghelab Ave, Tehran 131573314, Iran
[2] Iran Univ Sci & Technol, Dept Ind Engn, Tehran, Iran
[3] Sharif Univ Technol, Dept Ind Engn, Tehran, Iran
关键词
profile monitoring; variable sampling interval; economic-statistical design; genetic algorithm; average time to signal; MEWMA CONTROL CHARTS; CONTROL SCHEMES; EWMA CHARTS;
D O I
10.1080/02664763.2015.1103705
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Control charts are statistical tools to monitor a process or a product. However, some processes cannot be controlled by monitoring a characteristic; instead, they need to be monitored using profiles. Economic-statistical design of profile monitoring means determining the parameters of a profile monitoring scheme such that total costs are minimized while statistical measures maintain proper values. While varying sampling interval usually increases the effectiveness of profile monitoring, economic-statistical design of variable sampling interval (VSI) profile monitoring is investigated in this paper. An extended Lorenzen-Vance function is used for modeling total costs in VSI model where the average time to signal is employed for depicting the statistical measure of the obtained profile monitoring scheme. Two sampling intervals; number of set points and the parameters of control charts that are used in profile monitoring are the variables that are obtained thorough the economic-statistical model. A genetic algorithm is employed to optimize the model and an experimental design approach is used for tuning its parameters. Sensitivity analysis and numerical results indicate satisfactory performance for the proposed model.
引用
收藏
页码:1400 / 1418
页数:19
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