Concepedia

Bearing fault diagnosis base on multi-scale CNN and LSTM model

Xiaohan Chen, Beike Zhang, Dong Gao

Journal of Intelligent Manufacturing · 2020 · 691 citations · 40 references

Concepts

ComputingComputer ScienceComputer VisionMachine LearningSensor FusionCondition MonitoringDeep LearningDiagnosisDiagnosticsFault DetectionFault DiagnosisBearing Fault DiagnosisBearing FaultsDeep Learning-based DiagnosisFault Diagnosis ModelsMachine Learning-based Fault DiagnosisMulti-scale RepresentationNeural Network-based Diagnosis

References

40

Visualizing Data using t-SNE

Laurens van der Maaten, Geoffrey E. Hinton · Journal of Machine Learning Research · 2008 · 35.7K citations

Computing, Data Science, Visualization +13

Convolutional, Long Short-Term Memory, fully connected Deep Neural Networks

Tara N. Sainath, Oriol Vinyals, Andrew Senior et al. · 2015 · 1.6K citations

Computing, Computer Science, Computational Linguistics +10

Multisensor Feature Fusion for Bearing Fault Diagnosis Using Sparse Autoencoder and Deep Belief Network

Zhuyun Chen, Weihua Li · IEEE Transactions on Instrumentation and Measurement · 2017 · 865 citations

Computing, Computer Science, Machine Learning +16

Deep Learning Algorithms for Bearing Fault Diagnostics—A Comprehensive Review

Shen Zhang, Shibo Zhang, Bingnan Wang et al. · IEEE Access · 2020 · 845 citations · Full text

Computing, Computer Science, Data Mining +16

IEEE Transactions on Industrial Electronics

IEEE Transactions on Industrial Electronics · 2016 · 840 citations

Engineering, Electrical Engineering, Mechanical Engineering +13