An Engine Fault Detection Method Based on the Deep Echo State Network and Improved Multi-Verse Optimizer

An Engine Fault Detection Method Based on the Deep Echo State Network and Improved Multi-Verse Optimizer

This paper aims to develop an efficient pattern recognition method for engine fault end-to-end detection based on the echo state network (ESN) and multi-verse optimizer (MVO). Bispectrum is employed to transform the one-dimensional time-dependent vibration signal into a two-dimensional matrix with m...

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Bibliographic Details
Main Authors: Xin Li, Fengrong Bi, Lipeng Zhang, Xiao Yang, Guichang Zhang
Format: Article
Language:English
Published: MDPI AG 2022-02-01
Series:Energies
Subjects:
echo state networks (ESNs)
multi-verse optimizer (MVO)
fault detection
deep learning
engine
Online Access:https://www.mdpi.com/1996-1073/15/3/1205

Internet

https://www.mdpi.com/1996-1073/15/3/1205

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