A unified framework incorporating predictive generative denoising autoencoder and deep Coral network for rolling bearing fault diagnosis with unbalanced data

Author:

Li Xingqiu,Jiang Hongkai,Liu Shaowei,Zhang Jianjun,Xu Jun

Funder

Northwestern Polytechnical University

Aeronautical Science Foundation of China

National Natural Science Foundation of China

Publisher

Elsevier BV

Subject

Applied Mathematics,Electrical and Electronic Engineering,Condensed Matter Physics,Instrumentation

Reference33 articles.

1. Intelligent fault diagnosis among different rotating machines using novel stacked transfer auto-encoder optimized by PSO;Shao;ISA Trans.,2020

2. An enhanced selective ensemble deep learning method for rolling bearing fault diagnosis with beetle antennae search algorithm;Li;Mech. Syst. Signal Proc.,2020

3. Rotating machinery fault diagnosis based on convolutional neural network and infrared thermal imaging;Li;Chin. J. Aeronaut.,2020

4. Fault diagnosis method of rolling bearing based on multiple classifier ensemble of the weighted and balanced distribution adaptation under limited sample imbalance;Chen;ISA Trans.,2020

5. DBIG-US: a two-stage under-sampling algorithm to face the class imbalance problem;Guzmán-Ponce;Expert Syst. Appl.,2021

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