review Open AccessTop 1% cited
Applications of machine learning to machine fault diagnosis: A review and roadmap
Mechanical Systems and Signal Processing · 2020 · Vol. 138 · pp. 106587–106587
Yaguo Lei✉(Xi'an Jiaotong University)Bin Yang(Xi'an Jiaotong University)Xinwei Jiang(Xi'an Jiaotong University)Feng Jia(Xi'an Jiaotong University)Naipeng Li(Xi'an Jiaotong University)Asoke K. Nandi(Brunel University of London)
Machine Fault Diagnosis TechniquesFault Detection and Control SystemsQuality and Safety in HealthcareArtificial intelligenceMachine learningComputer scienceBridge (graph theory)Engineering
Funding
- National Natural Science Foundation of China
- National Natural Science Foundation of China-Zhejiang Joint Fund for the Integration of Industrialization and Informatization
Citations
2,563
FWCI
208.27
field-weighted impact
References
469
Percentile
100%
vs. same field & year
Citations per year
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References
Spectral kurtosis for fault detection, diagnosis and prognostics of rotating machines: A review with applications
Mechanical Systems and Signal Processing · 2015 · 483 citations
Wavelet transform based on inner product in fault diagnosis of rotating machinery: A review
Mechanical Systems and Signal Processing · 2015 · 506 citations
Learning representations by back-propagating errors
Nature · 1986 · 30,045 citations
A Survey of Fault Diagnosis and Fault-Tolerant Techniques—Part I: Fault Diagnosis With Model-Based and Signal-Based Approaches
IEEE Transactions on Industrial Electronics · 2015 · 2,965 citations
A roller bearing fault diagnosis method based on EMD energy entropy and ANN
Journal of Sound and Vibration · 2005 · 554 citations
Data-Based Techniques Focused on Modern Industry: An Overview
IEEE Transactions on Industrial Electronics · 2014 · 985 citations
ARTIFICIAL NEURAL NETWORK BASED FAULT DIAGNOSTICS OF ROLLING ELEMENT BEARINGS USING TIME-DOMAIN FEATURES
Mechanical Systems and Signal Processing · 2003 · 739 citations
Feature selection using Decision Tree and classification through Proximal Support Vector Machine for fault diagnostics of roller bearing
Mechanical Systems and Signal Processing · 2006 · 450 citations
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