articleTop 1% cited
A survey on Deep Learning based bearing fault diagnosis
Neurocomputing · 2018 · Vol. 335 · pp. 327–335
Duy-Tang Hoang(University of Ulsan)Hee‐Jun Kang✉(University of Ulsan)
Machine Fault Diagnosis TechniquesGear and Bearing Dynamics AnalysisDeep learningArtificial intelligenceBearing (navigation)Computer scienceAutoencoderFault (geology)Convolutional neural networkMachine learningArtificial neural network
Funding
- Ministry of Education
- National Research Foundation of Korea
Citations
782
FWCI
36.66
field-weighted impact
References
135
Percentile
100%
vs. same field & year
Citations per year
Cited by
Using Deep Learning to Detect Defects in Manufacturing: A Comprehensive Survey and Current Challenges
Materials · 2020 · 453 citations
Applications of machine learning to machine fault diagnosis: A review and roadmap
Mechanical Systems and Signal Processing · 2020 · 2,563 citations
Deep Transfer Learning for Bearing Fault Diagnosis: A Systematic Review Since 2016
IEEE Transactions on Instrumentation and Measurement · 2023 · 441 citations
A perspective survey on deep transfer learning for fault diagnosis in industrial scenarios: Theories, applications and challenges
Mechanical Systems and Signal Processing · 2021 · 752 citations
A comprehensive review on convolutional neural network in machine fault diagnosis
Neurocomputing · 2020 · 531 citations
References
Learning representations by back-propagating errors
Nature · 1986 · 30,045 citations
ARTIFICIAL NEURAL NETWORK BASED FAULT DIAGNOSTICS OF ROLLING ELEMENT BEARINGS USING TIME-DOMAIN FEATURES
Mechanical Systems and Signal Processing · 2003 · 739 citations
Bearing fault diagnosis based on wavelet transform and fuzzy inference
Mechanical Systems and Signal Processing · 2003 · 678 citations
Deep learning in neural networks: An overview
Neural Networks · 2014 · 17,774 citations
Extreme learning machine: Theory and applications
Neurocomputing · 2006 · 13,038 citations
Independent component analysis: algorithms and applications
Neural Networks · 2000 · 8,703 citations
A Fast Learning Algorithm for Deep Belief Nets
Neural Computation · 2006 · 16,253 citations
PCA-Based Feature Selection Scheme for Machine Defect Classification
IEEE Transactions on Instrumentation and Measurement · 2004 · 569 citations
Citation Network
How this paper connects to the literature. Drag to explore, click any node to open that paper.