Title :
Failure Profile Analysis of Complex Repairable Systems With Multiple Failure Modes
Author :
Yang, Qingyu ; Hong, Yili ; Chen, Yong ; Shi, Jianjun
Author_Institution :
Dept. of Ind. & Manuf. Eng., Wayne State Univ. Detroit, Detroit, MI, USA
fDate :
3/1/2012 12:00:00 AM
Abstract :
The relative failure frequency among different failure modes of a production system is referred to as failure profile in this paper. Identification of failure profile based on failure-time data collected in the production phase of a system can help pinpoint the bottleneck problems, and provide valuable information for system design evaluation and maintenance management. Major challenges of effective failure profile identification come from time-varying and limited failure-time data. In this paper, the failure profile is estimated by using the maximum likelihood method. In addition, statistical hypothesis testing procedures are proposed to inspect the existence of a dominating failure mode, and possible changes of failure profiles during a production period. The developed methods are illustrated with an automation system of a high throughput screening (HTS) process, and a production process for cylinder heads.
Keywords :
design engineering; failure analysis; maintenance engineering; maximum likelihood estimation; production management; HTS process; bottleneck problems; complex repairable systems; cylinder heads; failure profile analysis; failure-time data; high throughput screening; maintenance management; maximum likelihood method; multiple failure modes; production system; statistical hypothesis testing; system design evaluation; Hazards; Maintenance engineering; Maximum likelihood estimation; Production systems; Testing; Vectors; Competing risks; imperfect repair actions; production system; single repairable system; trend-renewal process;
Journal_Title :
Reliability, IEEE Transactions on
DOI :
10.1109/TR.2011.2182225