基于双参数gompertz的X¯控制图性能研究

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2020-02-25 DOI:10.1155/2020/8081507
J. Adewara, Kayode S. Adekeye, O. L. Aako
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引用次数: 0

摘要

本文提出了两种基于双参数Gompertz分布的过程监控控制图方法。所提出的方法是Gompertz-Shewhart方法和Gompertz偏度校正方法。进行了模拟研究,以比较所提出的图表与偏度校正方法在不同样本量下的性能。此外,冰箱油漆厚度的真实数据是具有Gompertz分布属性的非正态数据,用于说明所提出的控制图。使用覆盖概率(CP)、控制极限区间(CLI)和平均运行长度(ARL)来衡量这两种方法的性能。研究发现,通过下划线分布的百分位数计算控制极限的Gompertz精确方法具有最高的覆盖概率,而Gompertz-Shewhart方法和Gompertz-偏斜校正方法具有最小的CLI和ARL。因此,对于基于Gompertz的图表,基于两参数Gompertz-的方法将更快地检测失控。
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On Performance of Two-Parameter Gompertz-Based X¯ Control Charts
In this paper, two methods of control chart were proposed to monitor the process based on the two-parameter Gompertz distribution. The proposed methods are the Gompertz Shewhart approach and Gompertz skewness correction method. A simulation study was conducted to compare the performance of the proposed chart with that of the skewness correction approach for various sample sizes. Furthermore, real-life data on thickness of paint on refrigerators which are nonnormal data that have attributes of a Gompertz distribution were used to illustrate the proposed control chart. The coverage probability (CP), control limit interval (CLI), and average run length (ARL) were used to measure the performance of the two methods. It was found that the Gompertz exact method where the control limits are calculated through the percentiles of the underline distribution has the highest coverage probability, while the Gompertz Shewhart approach and Gompertz skewness correction method have the least CLI and ARL. Hence, the two-parameter Gompertz-based methods would detect out-of-control faster for Gompertz-based charts.
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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