Deep Residual Shrinkage Networks for Fault Diagnosis

Minghang Zhao, Shisheng Zhong, Xuyun Fu, +2

IEEE Transactions on Industrial Informatics

Fault DiagnosisConvolutional Neural NetworkDeep Neural NetworksEngineeringMachine Learning +13

Deep Residual Networks With Adaptively Parametric Rectifier Linear Units for Fault Diagnosis

Minghang Zhao, Shisheng Zhong, Xuyun Fu, +3

IEEE Transactions on Industrial Electronics

Fault DiagnosisConvolutional Neural NetworkEngineeringMachine LearningAutoencoders +19

Highly imbalanced fault diagnosis of mechanical systems based on wavelet packet distortion and convolutional neural networks

Minghang Zhao, Xuyun Fu, Yongjian Zhang, +2

Advanced Engineering Informatics

Wavelet Packet DistortionFault DiagnosisImbalanced Fault DiagnosisEngineeringMachine Learning +9

Highly imbalanced fault diagnosis of gas turbines via clustering-based downsampling and deep siamese self-attention network

Dan Liu, Shisheng Zhong, Lin Lin, +3

Advanced Engineering Informatics

Fault DiagnosisGas TurbinesImbalanced Fault DiagnosisEngineeringMachine Learning +8

Feature-level SMOTE: Augmenting fault samples in learnable feature space for imbalanced fault diagnosis of gas turbines

Dan Liu, Shisheng Zhong, Lin Lin, +3

Expert Systems with Applications

Fault DiagnosisReliability EngineeringImbalanced Fault DiagnosisMachine LearningData Science +12

Aircraft engine fault detection based on grouped convolutional denoising autoencoders

Xuyun Fu, Hui Luo, Shisheng Zhong, +1

Chinese Journal of Aeronautics

Deep attention SMOTE: Data augmentation with a learnable interpolation factor for imbalanced anomaly detection of gas turbines

Dan Liu, Shisheng Zhong, Lin Lin, +3

Computers in Industry

Artificial IntelligenceData AugmentationAnomaly DetectionMachine LearningData Science +10

A novel unsupervised anomaly detection for gas turbine using Isolation Forest

Shisheng Zhong, Song Fu, Lin Lin, +3

Data Augmentation via Randomized Wavelet Expansion and Its Application in Few-Shot Fault Diagnosis of Aviation Hydraulic Pumps

Minghang Zhao, Xuyun Fu, Yongjian Zhang, +2

IEEE Transactions on Instrumentation and Measurement

Fault DiagnosisConvolutional Neural NetworkWavelet CoefficientsEngineeringMachine Learning +15

Regression model for civil aero-engine gas path parameter deviation based on deep domain-adaptation with Res-BP neural network

Xingjie Zhou, Xuyun Fu, Minghang Zhao, +1

Chinese Journal of Aeronautics

Artificial IntelligenceFault DiagnosisEngineeringMachine LearningFault Forecasting +16