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基于Cornish-Fisher展开的稳健综合控制图设计
A Synthetic Control Chart Based on Cornish-Fisher Expansion
【摘要】 本文根据Cornish-Fisher展开,对Shewhart(?)控制图的上下控制限进行修正并拓展为前四阶矩有关的表达式,使之可以运用到任何分布类型上,然后构造出基于这种展开的综合控制图,最后通过计算机模拟计算给出了一些具体的包含对称、厚尾、轻尾和偏斜等分布类型下受控和失控的平均运行长度结果,并且与传统的综合控制图(见[1])结果做比较,从而得到新控制图更为稳健的结论。
【Abstract】 According to Cornish-Fisher expansion,the control limits of Shewhart X control chart were constructed with up to the fourth moment(The moments are estimated from the in-control historical samples when the process distribution is unknown,and no further assumptions are made on the distribution). Then we made a synthetic control chart based on the Cornish-Fisher expansion.The in-control ARL’s (average run length) and out-of-control ARL’s of the new chart builded here were evaluated to compare with synthetic control chart(see[1]) when the process distribution is Student-t,Weibull,Lognormal and Burr.Simulation results show that the new control chart is more robust than the other methods.
【Key words】 Cornish-Fisher expansion; synthetic control chart; average run length; robust;
- 【文献出处】 应用概率统计 ,Chinese Journal of Applied Probability and Statistics , 编辑部邮箱 ,2009年03期
- 【分类号】O213.1
- 【被引频次】15
- 【下载频次】303