Title :
Optimum Multi-Objective Ramp-Stress Accelerated Life Test with Stress Upper Bound for Burr Type-XII Distribution
Author :
Srivastava, Preeti Wanti ; Mittal, Neha
Author_Institution :
Dept. of Operational Res., Univ. of Delhi (DU), Delhi, India
Abstract :
This paper deals with the formulation of optimum multi-objective ramp-stress accelerated life test (ALT) plans with stress upper bounds for the Burr type-XII distribution under type-I censoring. It is impractical to estimate only one objective parameter after conducting such costly ALT tests. Therefore, an optimum ramp-stress ALT plan with multiple estimating objectives has been designed. The Burr type-XII life distribution has been found appropriate in accelerated life testing models. The commonly used Weibull and exponential distributions are its limiting cases, and the log-logistic distribution is its particular case. The inverse power law, and a cumulative exposure model are assumed. The optimal test plan consists of determining the ramp rate by minimizing the weighted sum of the asymptotic variances of the maximum likelihood estimator of quantile lifetimes at design constant stress. The method developed has been illustrated using an example, and the effects of the pre estimates of design parameters were investigated. Comparative study has also been done to highlight the merits of the proposed model.
Keywords :
Weibull distribution; exponential distribution; failure analysis; life testing; log normal distribution; maximum likelihood estimation; stress analysis; Weibull distributions; asymptotic variances; burr type-XII life distribution; cumulative exposure model; design constant stress; exponential distributions; inverse power law; log-logistic distribution; maximum likelihood estimator; multiple objectives estimation; optimal test plan; optimum multiobjective ramp-stress ALT plans; optimum multiobjective ramp-stress accelerated life test; quantile lifetimes; stress upper bound; Life estimation; Maximum likelihood estimation; Sensitivity analysis; Stress; Upper bound; Accelerated life test; Burr type-XII distribution; multi-objective optimization; ramp test;
Journal_Title :
Reliability, IEEE Transactions on
DOI :
10.1109/TR.2012.2221011