Deep learning for diagnosis and classification of faults in industrial rotating machinery

ImageNet classification with deep convolutional neural networks

Alex Krizhevsky, Ilya Sutskever, Geoffrey E. Hinton · Communications of the ACM · 2017 · 75.5K citations · Full text

Convolutional Neural Network, Engineering, Machine Learning +19

Deep Convolutional and LSTM Recurrent Neural Networks for Multimodal Wearable Activity Recognition

Francisco Ordóñez, Daniel Roggen · Sensors · 2016 · 2.5K citations · Full text

Wearable System, Convolutional Neural Network, Engineering +22

Deep learning and its applications to machine health monitoring

Rui Zhao, Ruqiang Yan, Zhenghua Chen et al. · Mechanical Systems and Signal Processing · 2018 · 2.4K citations

Engineering, Intelligent Diagnostics, Machine Learning +2

A New Deep Learning Model for Fault Diagnosis with Good Anti-Noise and Domain Adaptation Ability on Raw Vibration Signals

Wěi Zhāng, Gaoliang Peng, Chuanhao Li et al. · Sensors · 2017 · 1.6K citations · Full text

Fault Diagnosis, Convolutional Neural Network, Engineering +18

A deep convolutional neural network with new training methods for bearing fault diagnosis under noisy environment and different working load

Wěi Zhāng, Chuanhao Li, Gaoliang Peng et al. · Mechanical Systems and Signal Processing · 2017 · 1.3K citations

Fault Diagnosis, Engineering, Machine Learning +6