A Novel Deep Learning System with Data Augmentation for Machine Fault Diagnosis from Vibration Signals

A Novel Deep Learning System with Data Augmentation for Machine Fault Diagnosis from Vibration Signals

In real engineering scenarios, it is difficult to collect adequate cases with faulty conditions to train an intelligent diagnosis system. To alleviate the problem of limited fault data, this paper proposes a fault diagnosis method combining a generative adversarial network (GAN) and stacked denoisin...

Full description

Bibliographic Details
Main Authors: Qiang Fu, Huawei Wang
Format: Article
Language:English
Published: MDPI AG 2020-08-01
Series:Applied Sciences
Subjects:
vibration signals
fault diagnosis
generative adversarial networks
stacked denoising auto-encoder
data augmentation
Online Access:https://www.mdpi.com/2076-3417/10/17/5765

Internet

https://www.mdpi.com/2076-3417/10/17/5765

Similar Items