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<i>k</i>‐step stage life testing

Benjamin Laumen, Erhard Cramer

2020Statistica Neerlandica10 citationsDOIOpen Access PDF

Abstract

The model of stage life testing proposed in Laumen and Cramer (2019b) is extended from two to k stages. It is illustrated that this model can be seen as an extension of progressive censoring with fixed censoring times as well as of simple step stress testing. Extending the first model, the new approach allows to incorporate information from progressively censored units subject to additional life testing. On the other hand, simple step stress modeling is generalized in the sense that only parts of the units under test are put on another stress level whereas the others remain on the initial level. The model is further studied for exponential lifetimes assuming a cumulative exposure model. We obtain the exact (conditional) distribution of the maximum likelihood estimators which is applied to construct (exact) confidence intervals for the distribution parameters. Finally, we investigate the situation of Weibull distributed lifetimes on the initial stage. The study is supplemented by illustrative simulations.

Topics & Concepts

Censoring (clinical trials)Weibull distributionExponential distributionAccelerated life testingMathematicsEstimatorExponential functionExtension (predicate logic)Applied mathematicsStatisticsMaximum likelihoodComputer scienceMathematical analysisProgramming languageStatistical Distribution Estimation and ApplicationsReliability and Maintenance OptimizationStatistical Methods and Bayesian Inference