IEEE Transactions on Reliability · 2023 · 17 citations · 34 references
EngineeringSystems EngineeringMaintenance EngineeringPredictive AnalyticsUncertainty QuantificationMaterial Degradation AssessmentReliability ModelingDegradation ModelingInterval EstimationLifetime EstimationLifetime PredictionReliability AssessmentReliability FunctionRemaining Life PredictionRemaining Useful Life Prediction
An inverse Gaussian step-stress accelerated degradation test model was put forward, in which the drift and shape parameters are functions of the stress levels. The confidence intervals of the model parameters and some reliability measures, such as the mean lifetime, the reliability function, and the <italic xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">p</i> th percentile under the rated usage stress, are presented. The online and offline remaining useful life prediction intervals under the rated usage stress level are also acquired. Simulation technologies are used to examine the effect of the presented interval estimation approaches. Simulation results manifest that the presented interval estimation method performs well in all cases. Finally, a case study is provided to illustrate our inference approaches.
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A Review of Accelerated Test Models
Statistical Science · 2006 · 617 citations · Full text
Engineering, Manufacturing Engineering, Systems Engineering +13
The Inverse Gaussian Process as a Degradation Model
Zhi‐Sheng Ye, Nan Chen · Technometrics · 2013 · 539 citations
Engineering, Industrial Engineering, Lifecycle Engineering +15