Quality and Reliability Engineering International · 2014 · 23 citations · 8 references
Natural SciencesRisk ManagementPredictive AnalyticsStatisticsUncertainty QuantificationCensoring MechanismsComputational StatisticsControl ChartsInferential StatisticsStatistical InferenceCarbon FibersCensored Data AnalysisCensored DistributionsCensoring DistributionFibersPivotal QuantitiesSample Quantiles
In this article, we propose control charts for the quantiles of the Weibull distribution, for type II censored data, based on the distribution of a pivotal quantity conditioned on ancillary statistics. These control charts must be considered as alternatives to bootstrap type control charts. We derive an analytical form of the conditional distribution function of the monitored statistic and we use this function to propose ARL‐unbiased control limits. We further demonstrate that the proposed conditional chart have a general analytical form for the ARL that can be evaluated numerically without use of simulations and we also show that these charts perform at least as well as the bootstrap type ones. We finally apply the conditional charts to a dataset on the strength of carbon fibers to detect shifts in a specified Weibull quantile. Copyright © 2014 John Wiley & Sons, Ltd.
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Statistical Models and Methods for Lifetime Data
Gordon Johnston · Technometrics · 2003 · 1.2K citations
Public Health, Biostatistics, Aging +13