Multiscale Convolutional Neural Networks for Fault Diagnosis of Wind Turbine Gearbox

Guoqian Jiang, Haibo He, Jun Yan, +1

IEEE Transactions on Industrial Electronics

Fault DiagnosisConvolutional Neural NetworkImage AnalysisMachine LearningWind Turbine Gearbox +12

Wind Turbine Fault Detection Using a Denoising Autoencoder With Temporal Information

Guoqian Jiang, Ping Xie, Haibo He, +1

IEEE/ASME Transactions on Mechatronics

Fault DiagnosisEngineeringMachine LearningData ScienceWind Turbines +10

Stacked Multilevel-Denoising Autoencoders: A New Representation Learning Approach for Wind Turbine Gearbox Fault Diagnosis

Guoqian Jiang, Haibo He, Ping Xie, +1

IEEE Transactions on Instrumentation and Measurement

Multilevel-denoising AutoencodersFault DiagnosisEngineeringMachine LearningData Science +13

A Spatio-Temporal Multiscale Neural Network Approach for Wind Turbine Fault Diagnosis With Imbalanced SCADA Data

Qun He, Yanhua Pang, Guoqian Jiang, +1

IEEE Transactions on Industrial Informatics

Fault DiagnosisImbalanced Scada DataReliability EngineeringEngineeringMachine Learning +12

A Multimodal Approach for Identifying Autism Spectrum Disorders in Children

Junxia Han, Guoqian Jiang, Gaoxiang Ouyang, +1

IEEE Transactions on Neural Systems and Rehabilitation Engineering

EngineeringMachine LearningMultimodal ApproachEducationMultimodal Learning +23

Spatio-temporal fusion neural network for multi-class fault diagnosis of wind turbines based on SCADA data

Yanhua Pang, Qun He, Guoqian Jiang, +1

Renewable Energy

Fault DiagnosisMulti-class Fault DiagnosisReliability EngineeringEngineeringData Science +7

An interpretable convolutional neural network with multi-wavelet kernel fusion for intelligent fault diagnosis

Guoqian Jiang, Jing Wang, Lijin Wang, +3

Journal of Manufacturing Systems

Multi-wavelet Kernel FusionFault DiagnosisIntelligent Fault DiagnosisEngineeringMachine Learning +8

DeepLab-Based Spatial Feature Extraction for Hyperspectral Image Classification

Zijia Niu, Wen Liu, Jingyi Zhao, +1

IEEE Geoscience and Remote Sensing Letters

Convolutional Neural NetworkEngineeringMachine LearningImage ClassificationImage Analysis +15

Unsupervised fault diagnosis of wind turbine bearing via a deep residual deformable convolution network based on subdomain adaptation under time-varying speeds

Pengfei Liang, Bin Wang, Guoqian Jiang, +2

Engineering Applications of Artificial Intelligence

Fault DiagnosisWind Turbine BearingImage AnalysisMachine LearningEngineering +7

Multiview enhanced fault diagnosis for wind turbine gearbox bearings with fusion of vibration and current signals

Guoqian Jiang, Chenling Jia, Shiqiang Nie, +3

Measurement

Current SignalsFault DiagnosisCondition MonitoringEngineeringDiagnosis +3