Time and magnitude monitoring based on the renewal reward process

被引:22
作者
Ali, Sajid [1 ,2 ]
Pievatolo, Antonio [3 ]
机构
[1] Quaid I Azam Univ, Dept Stat, Islamabad 45320, Pakistan
[2] Bocconi Univ, Dept Decis Sci, Via Roentgen 1, I-20136 Milan, Italy
[3] CNR IMATI, Via Bassini 15, I-20133 Milan, Italy
关键词
Average run length (ARL); Compound poisson process; High-quality process; Renewal reward processes; Time-between-events control chart; Time and magnitude monitoring; CONTROL CHART; CONTROL SCHEME; FREQUENCY; SIZE;
D O I
10.1016/j.ress.2018.01.004
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Time between event (TBE) charts are SPC tools for monitoring the occurrence of unwanted events, such as the appearance of a defective item or a failure of a piece of equipment. In some cases, a magnitude, indicating the severity of the event, is also measured. Time and magnitude charts, which are based on the assumption that the stochastic process underlying the occurrence of events is the marked Poisson process, are the preferred option. However, these charts are not suitable to deal with damage events caused by repeatedly occurring shocks or stress conditions. To bridge this gap, we introduce a new control chart based on the assumption of a renewal process with rewards, where the reward represents magnitude, and a magnitude-over-threshold condition represents the occurrence of an event. In particular, we consider two cases for magnitude: (i) magnitude is cumulative over time and (ii) magnitude is non-cumulative or independent over time. We use known results in renewal theory to provide expressions of the probability distributions needed to compute the control limits and perform a simulation analysis of the control chart performance.
引用
收藏
页码:97 / 107
页数:11
相关论文
共 20 条
[1]   An Overview of Control Charts for High-quality Processes [J].
Ali, Sajid ;
Pievatolo, Antonio ;
Goeb, Rainer .
QUALITY AND RELIABILITY ENGINEERING INTERNATIONAL, 2016, 32 (07) :2171-2189
[2]   High quality process monitoring using a class of inter-arrival time distributions of the renewal process [J].
Ali, Sajid ;
Pievatolo, Antonio .
COMPUTERS & INDUSTRIAL ENGINEERING, 2016, 94 :45-62
[3]  
[Anonymous], 1965, MATH THEORY RELIABIL
[4]  
Graf U., 2004, Applied Laplace Transforms and z-Transforms for Sciences and Engineers, DOI DOI 10.1007/978-3-0348-7846-3
[5]  
Gut A, 2010, STAT IND TECHNOL, P59, DOI 10.1007/978-0-8176-4924-1_5
[6]   A combined control scheme for monitoring the frequency and size of an attribute event [J].
Liu, Yafen ;
He, Zhen ;
Shamsuzzaman, M. ;
Wu, Zhang .
JOURNAL OF APPLIED STATISTICS, 2010, 37 (12) :1991-2013
[7]   Statistical computation and analyses for attribute events [J].
Liu, Yafen ;
He, Zhen ;
Shu, Lianjie ;
Wu, Zhang .
COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2009, 53 (09) :3412-3425
[8]  
Montgomery D.C., 2009, Introduction to Statistical Quality Control, V6th
[9]  
Nakagawa T, 2007, SPRINGER SER RELIAB, P1, DOI 10.1007/978-1-84628-442-7
[10]  
NAKAGAWA T, 2005, SPRING SER RELIAB EN, pR5