Prediction of remaining useful life based on bidirectional gated recurrent unit with temporal self-attention mechanism

Prediction of remaining useful life (RUL) is of vital significance in the prognostics health management (PHM) tasks. To deal with the reverse time series and to reflect the difference in RUL prediction results at different time instances, this paper proposes a novel bidirectional gated recurrent uni...

Ausführliche Beschreibung

Bibliographische Detailangaben

Veröffentlicht in:	Reliability engineering & system safety 2022-05, Vol.221, p.108297, Article 108297
Hauptverfasser:	Zhang, Jiusi, Jiang, Yuchen, Wu, Shimeng, Li, Xiang, Luo, Hao, Yin, Shen
Format:	Artikel
Sprache:	eng
Schlagworte:	Bidirectional gated recurrent unit Datasets Deep learning Machine learning Milling (machining) Prediction Predictions Process parameters Prognostics health management Reliability engineering Remaining useful life Temporal self-attention mechanism Turbofan engines Useful life
Online-Zugang:	Volltext
Tags:	Tag hinzufügen Keine Tags, Fügen Sie den ersten Tag hinzu!