Monitoring processes with data censored owing to competing risks by using exponentially weighted moving average control charts

Citation
Sh. Steiner et Rj. Mackay, Monitoring processes with data censored owing to competing risks by using exponentially weighted moving average control charts, J ROY STA C, 50, 2001, pp. 293-302
Citations number
6
Categorie Soggetti
Mathematics
Journal title
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES C-APPLIED STATISTICS
ISSN journal
00359254 → ACNP
Volume
50
Year of publication
2001
Part
3
Pages
293 - 302
Database
ISI
SICI code
0035-9254(2001)50:<293:MPWDCO>2.0.ZU;2-J
Abstract
In industry, process monitoring is widely employed to detect process change s rapidly. However, in some industrial applications observations are censor ed. For example, when testing breaking strengths and failure times often a limited stress test is performed. With censored observations, a direct appl ication of traditional monitoring procedures is not appropriate. When the c ensoring occurs due to competing risks, we propose a control chart based on conditional expected values to detect changes in the mean strength. To pro tect against possible confounding caused by changes in the mean of the cens oring mechanism we also suggest a similar chart to detect changes in the me an censoring level. We provide an example of monitoring bond strength to il lustrate the application of this methodology.