Concepedia

A multi-stage semi-supervised learning approach for intelligent fault diagnosis of rolling bearing using data augmentation and metric learning

Kun Yu, Tian Ran Lin, Hui Ma, Xiang Li, Xu Li

Mechanical Systems and Signal Processing · 2020 · 297 citations · 52 references

Concepts

ComputingComputer ScienceData MiningMachine LearningStatistical LearningFault DetectionFault DiagnosisMetric LearningRepresentation LearningSemi-supervised LearningSupervised LearningBearing Fault DiagnosisBearing FaultsData AugmentationData-driven Fault DiagnosisFault Detection Using Machine LearningMachine Learning For Fault DetectionMachine Learning-based Fault DiagnosisSemi-supervised Metric Learning

References

52

Adam: A Method for Stochastic Optimization

Diederik P. Kingma, Jimmy Ba · UvA-DARE (University of Amsterdam) · 2014 · 84.8K citations · Full text

Computing, Computer Science, Algorithms +16

Dropout: a simple way to prevent neural networks from overfitting

Nitish Srivastava, Geoffrey E. Hinton, Alex Krizhevsky et al. · 2014 · 34.3K citations

Computing, Computer Science, Artificial Intelligence +12

Learning representations by back-propagating errors

David E. Rumelhart, Geoffrey E. Hinton, Ronald J. Williams · Nature · 1986 · 30.9K citations

Computing, Computer Science, Knowledge Representation +11

Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift

Sergey Ioffe, Christian Szegedy · arXiv (Cornell University) · 2015 · 24.4K citations · Full text

Computing, Computer Science, Artificial Intelligence +15

FaceNet: A unified embedding for face recognition and clustering

2015 · 11.2K citations · Full text

Computing, Computer Science, Computer Vision +15