دورية أكاديمية

Monitoring the Weibull Scale Parameter Based on Type I Censored Data Using a Modified EWMA Control Chart

التفاصيل البيبلوغرافية
العنوان: Monitoring the Weibull Scale Parameter Based on Type I Censored Data Using a Modified EWMA Control Chart
المؤلفون: Dan Yu, Li Jin, Jin Li, Xixi Qin, Zhichuan Zhu, Jiujun Zhang
المصدر: Axioms, Vol 12, Iss 5, p 487 (2023)
بيانات النشر: MDPI AG, 2023.
سنة النشر: 2023
المجموعة: LCC:Mathematics
مصطلحات موضوعية: exponentially weighted moving average, Weibull distribution, censored data, statistical process monitoring, Mathematics, QA1-939
الوصف: In industrial production, the exponentially weighted moving average scheme is widely used to monitor shifts in product quality, especially small-to-moderate shifts. In this paper, we propose a modified one-sided EWMA scheme for Type I right-censored Weibull lifetime data for detecting shifts in the scale parameter with the shape parameter fixed. A comparative analysis with existing cumulative sum and exponentially weighted moving average results from the literature is provided. The zero-state and steady-state behaviour of the new scheme are considered with regard to the average run length, the standard deviation of the run length, and other performance measures. Our simulation shows stronger power in detecting changes in the censored lifetime data using the modified scheme than that using the traditional exponentially weighted moving average scheme, and the new scheme is superior to the cumulative sum scheme in most situations. A real-data example further demonstrates the effectiveness of the proposed method.
نوع الوثيقة: article
وصف الملف: electronic resource
اللغة: English
تدمد: 2075-1680
Relation: https://www.mdpi.com/2075-1680/12/5/487; https://doaj.org/toc/2075-1680
DOI: 10.3390/axioms12050487
URL الوصول: https://doaj.org/article/7ac748df457b41298a5972110a753b48
رقم الأكسشن: edsdoj.7ac748df457b41298a5972110a753b48
قاعدة البيانات: Directory of Open Access Journals
الوصف
تدمد:20751680
DOI:10.3390/axioms12050487