articleTop 1% cited
Deep normalized convolutional neural network for imbalanced fault classification of machinery and its understanding via visualization
Mechanical Systems and Signal Processing · 2018 · Vol. 110 · pp. 349–367
Feng Jia(Xi'an Jiaotong University)Yaguo Lei✉(Xi'an Jiaotong University)Na Lü(Xi'an Jiaotong University)Saibo Xing(Xi'an Jiaotong University)
Machine Fault Diagnosis TechniquesIndustrial Vision Systems and Defect DetectionNon-Destructive Testing TechniquesConvolutional neural networkArtificial intelligenceDeep learningComputer scienceFault (geology)Pattern recognition (psychology)Feature (linguistics)Machine learningArtificial neural networkFeature extraction
Funding
- National Natural Science Foundation of China
- Southwest Jiaotong University
- Southwest University
Citations
571
FWCI
49.20
field-weighted impact
References
38
Percentile
100%
vs. same field & year
Citations per year
Cited by
Automatic Metallic Surface Defect Detection and Recognition with Convolutional Neural Networks
Applied Sciences · 2018 · 458 citations
Applications of machine learning to machine fault diagnosis: A review and roadmap
Mechanical Systems and Signal Processing · 2020 · 2,563 citations
A deep learning method for bearing fault diagnosis based on Cyclic Spectral Coherence and Convolutional Neural Networks
Mechanical Systems and Signal Processing · 2020 · 443 citations
A comprehensive review on convolutional neural network in machine fault diagnosis
Neurocomputing · 2020 · 531 citations
An intelligent fault diagnosis approach based on transfer learning from laboratory bearings to locomotive bearings
Mechanical Systems and Signal Processing · 2019 · 845 citations
A novel time–frequency Transformer based on self–attention mechanism and its application in fault diagnosis of rolling bearings
Mechanical Systems and Signal Processing · 2021 · 463 citations
References
Neural Networks and Deep Learning
Machine Learning · 2015 · 920 citations
Deep learning in neural networks: An overview
Neural Networks · 2014 · 17,774 citations
Receptive fields and functional architecture of monkey striate cortex
The Journal of Physiology · 1968 · 6,597 citations
ImageNet classification with deep convolutional neural networks
Communications of the ACM · 2017 · 75,550 citations
An Intelligent Fault Diagnosis Method Using Unsupervised Feature Learning Towards Mechanical Big Data
IEEE Transactions on Industrial Electronics · 2016 · 1,158 citations
Convolutional Neural Network Based Fault Detection for Rotating Machinery
Journal of Sound and Vibration · 2016 · 1,206 citations
A New Deep Learning Model for Fault Diagnosis with Good Anti-Noise and Domain Adaptation Ability on Raw Vibration Signals
Sensors · 2017 · 1,574 citations
A recurrent neural network based health indicator for remaining useful life prediction of bearings
Neurocomputing · 2017 · 1,188 citations
Citation Network
How this paper connects to the literature. Drag to explore, click any node to open that paper.
