Aero-Engine Fault Detection with an LSTM Auto-Encoder Combined with a Self-Attention Mechanism

Aero-Engine Fault Detection with an LSTM Auto-Encoder Combined with a Self-Attention Mechanism

The safe operation of aero-engines is crucial for ensuring flight safety, and effective fault detection methods are fundamental to achieving this objective. In this paper, we propose a novel approach that integrates an auto-encoder with long short-term memory (LSTM) networks and a self-attention mec...

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Bibliographic Details
Main Authors: Wenyou Du, Jingyi Zhang, Guanglei Meng, Haoran Zhang
Format: Article
Language:English
Published: MDPI AG 2024-12-01
Series:Machines
Subjects:
fault detection
LSTM
auto-encoder
self-attention mechanism
Online Access:https://www.mdpi.com/2075-1702/12/12/879
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