Title of article :
The classification and regression tree approach to pump failure rate analysis
Author/Authors :
Bevilacqua، نويسنده , , Maurizio and Braglia، نويسنده , , Marcello and Montanari، نويسنده , , Roberto، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2003
Abstract :
In this article, a technique based on rule induction is suggested as non-parametric alternative to determine the expected failure rates of 143 centrifugal pumps included in a oil refinery plant and subjected to different operating conditions. At the same time, the procedure makes it possible to determine the critical operating factors influencing the reliability of the pumps. In particular, the classification and regression tree approach is used to automatically generate rules from an extended data base of the plant concerning information about failures and operating conditions of the different facilities.
Keywords :
Decision tree , Classification and Regression Tree , Failure Rate , Rule induction , Reliability
Journal title :
Reliability Engineering and System Safety
Journal title :
Reliability Engineering and System Safety