Bearing Life Prediction With Informed Hyperprior Distribution: A Bayesian Hierarchical and Machine Learning Approach

A Bayesian hierarchical model (BHM) is developed to predict bearing life using envelope acceleration data in combination with a degradation model and prior knowledge of the bearing rating life. The BHM enables the inference of individual bearings, groups of bearings, or bearings operating under cert...

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Auteurs principaux: Madhav Mishra, Jesper Martinsson, Kai Goebel, Matti Rantatalo
Format: article
Langue:EN
Publié: IEEE 2021
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Accès en ligne:https://doaj.org/article/6678dc6b3aac467d8f4ceba4f3ac484d
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