A Bayesian neural network with Bayes-by-backprop is used for gear fault diagnosis, and its uncertainty estimates increase for noisy data and unseen fault classes.
Zio, ”Prognostics and health management (PHM): Where are we and where do we (need to) go in theory and practice” Reliab Eng Syst Saf , vol
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Uncertainty-Aware Artificial Intelligence for Gear Fault Diagnosis in Motor Drives
A Bayesian neural network with Bayes-by-backprop is used for gear fault diagnosis, and its uncertainty estimates increase for noisy data and unseen fault classes.