Computational Intelligence and Neuroscience · 2022 · 17 citations · 25 references
EngineeringBiostatisticsBayesian Data AnalysisStochastic ModelingUncertainty QuantificationFailure TheoriesMaximum Likelihood EstimationReliabilityReliability ModelingStress TestingAccelerated Life TestingAsymptotic Confidence IntervalsBayes EstimationHighest Posterior Density IntervalsMaximum Likelihood InferencePosterior Credible IntervalsPosterior IntervalsWeibull Model
We focus on estimating the stress-strength reliability model when the strength variable is subjected to the step-stress partially accelerated life test. Based on the assumption that both stress and strength random variables follow Weibull distribution with a common first shape parameter, the inferences for this reliability system are constructed. The maximum likelihood, two parametric bootstraps, and Bayes estimates are obtained. Moreover, approximate confidence intervals, asymptotic variance-covariance matrix, and highest posterior density credible intervals are derived. A simulation study and application to real-life data are conducted to compare the proposed estimation methods developed here and also check the accuracy of the results.
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Bootstrap confidence intervals
Thomas J. DiCiccio, Bradley Efron · Statistical Science · 1996 · 2.3K citations · Full text