Degradation Vector Fields with Uncertainty Considerations

The focus of this work is on capturing uncertainty in remaining useful life (RUL) estimates for machinery and constructing some latent dynamics that aid in interpreting those results. This is primarily achieved through sequential deep generative models known as Dynamical Variational Autoencoders (DV...

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Bibliographic Details
Main Author: Star, Marco
Format: Thesis
Published: Curtin University 2023
Online Access:http://hdl.handle.net/20.500.11937/93343