DocumentCode :
3333458
Title :
Step Stress Accelerated Life Testing data analysis for repairable system using proportional intensity model
Author :
Luo, Min ; Jiang, Tongmin
Author_Institution :
Dept. of Syst. Eng. of Eng., Beihang Univ., Beijing
fYear :
2009
fDate :
26-29 Jan. 2009
Firstpage :
360
Lastpage :
364
Abstract :
Accelerated life testing (ALT) is used to obtain timely failure data to estimate life or reliability of the products under normal or special conditions. In the real situations, most failures at the system level are due to the failing of one component. The failed system is then repaired after the failure is detected. Most life data analysis of ALT addresses only non-repairable systems; no adequate data analysis of ALT has been found for repairable systems. This paper provides a statistical analysis of censored data obtained from step stress accelerated life testing (SSALT) on a repairable system. A single accelerating variable with three stress levels is analyzed extensively. The stress change times in SSALT are fixed and the observed failure data are time-censored. In this paper, a ldquominimal repairingrdquo approach for the repairable system is assumed. The paw law process (PLP) is modeled to describe the reliability change process of the repairable system. Proportional Intensity (PI) regression model is then used to analyze failure data of the repairable system with covariates based on PLP. Based on cumulative intensity functions under different stress levels, a SSALT model for the repairable system is developed. Maximum likelihood estimates (MLE) and the log-likelihood function are derived, and a maximizing procedure is proposed. The effectiveness of the numerical algorithm is demonstrated through simulation studies.
Keywords :
data analysis; life testing; maintenance engineering; maximum likelihood estimation; regression analysis; reliability; life data analysis; log-likelihood function; maximum likelihood estimates; minimal repairing approach; paw law process; proportional intensity model; proportional intensity regression model; reliability; repairable system; statistical analysis; step stress accelerated life testing; Acceleration; Data analysis; Failure analysis; Life estimation; Life testing; Maximum likelihood detection; Maximum likelihood estimation; Plasma welding; Statistical analysis; Stress; PI model; Paw Law process; life data; repairable system; step stress accelerated life testing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Reliability and Maintainability Symposium, 2009. RAMS 2009. Annual
Conference_Location :
Fort Worth, TX
ISSN :
0149-144X
Print_ISBN :
978-1-4244-2508-2
Electronic_ISBN :
0149-144X
Type :
conf
DOI :
10.1109/RAMS.2009.4914703
Filename :
4914703
Link To Document :
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