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首页> 外文期刊>Journal of King Saud University >The integrated model of the Kolmogorov–Smirnov distribution-free statistic approach to process control and maintenance
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The integrated model of the Kolmogorov–Smirnov distribution-free statistic approach to process control and maintenance

机译:用于过程控制和维护的Kolmogorov–Smirnov无分布统计方法的集成模型

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摘要

This research is aimed to find the optimal values of four variables ( n , h , L , k ) that minimize the cost of integrated system approach to process control from considering the basis of the EWMA control chart integrated model (Charongrattanasakul and Pongpullponsak, 2009, 2011) and Kolmogorov–Smirnov (KS) control chart Khrueasom and Pongpullponsak (2014). The proposed mathematical model is used to analyze the cost of the integrated model before the genetic algorithms (GA) approach is carried out in order to calculate the optimal values of four variables ( n , h , L , k ) that minimize the hourly cost. Subsequently, they are subjects to the nonparametric linear regression test in order to confirm the optimal values of four variables. A comparison between four policies of integrated model KS and other models indicates that the integrated KS model has a better economic behavior when it is distribution-free. Finally, the performance or average run length ( ARL ) obtained from the KS model is greater than that of the general model.
机译:本研究旨在通过考虑EWMA控制图集成模型的基础(Charongrattanasakul和Pongpullponsak,2009年,2002年)找到四个变量(n,h,L,k)的最优值,这些最优值将过程控制的集成系统方法的成本降至最低。 2011)和Kolmogorov-Smirnov(KS)控制图Khrueasom和Pongpullponsak(2014)。提出的数学模型用于在执行遗传算法(GA)方法之前分析集成模型的成本,以便计算使小时成本最小化的四个变量(n,h,L,k)的最优值。随后,对它们进行非参数线性回归测试,以确认四个变量的最佳值。集成模型KS与其他模型的四个策略的比较表明,集成KS模型在无分布的情况下具有更好的经济行为。最后,从KS模型获得的性能或平均游程长度(ARL)大于一般模型的性能或平均游程长度。

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