Data-driven Prognostics with Predictive Uncertainty Estimation using Ensemble of Deep Ordinal Regression Models

Prognostics or Remaining Useful Life (RUL) Estimation from multi-sensor time series data is useful to enable condition-based maintenance and ensure high operational availability of equipment. We propose a novel deep learning based approach for Prognostics with Uncertainty Quantification that is usef...

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Veröffentlicht in:	arXiv.org 2021-03
Hauptverfasser:	Vishnu, T V, Diksha, Malhotra, Pankaj, Vig, Lovekesh, Shroff, Gautam
Format:	Artikel
Sprache:	eng
Schlagworte:	Estimates Machine learning Regression models Training Turbofan engines Uncertainty
Online-Zugang:	Volltext
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