Meta-learning as a promising approach for few-shot cross-domain fault diagnosis: Algorithms, applications, and prospects

Yong Feng, Jinglong Chen, Jingsong Xie, +3

Knowledge-Based Systems

Artificial IntelligenceFault DiagnosisPromising ApproachEngineeringMachine Learning +8

Hybrid attribute conditional adversarial denoising autoencoder for zero-shot classification of mechanical intelligent fault diagnosis

Haixin Lv, Jinglong Chen, Tongyang Pan, +1

Applied Soft Computing

Artificial IntelligenceFault DiagnosisEngineeringMachine LearningData Science +4

Full Graph Autoencoder for One-Class Group Anomaly Detection of IIoT System

Yong Feng, Jinglong Chen, Zijun Liu, +2

IEEE Internet of Things Journal

Anomaly DetectionMachine LearningEngineeringFull GraphGraph Signal Processing +15

Intelligent fault diagnosis under small sample size conditions via Bidirectional InfoMax GAN with unsupervised representation learning

Shen Liu, Jinglong Chen, Shuilong He, +3

Knowledge-Based Systems

Artificial IntelligenceFault DiagnosisIntelligent Fault DiagnosisEngineeringMachine Learning +10

LOSGAN: latent optimized stable GAN for intelligent fault diagnosis with limited data in rotating machinery

Shen Liu, Jinglong Chen, Cheng Qu, +3

Measurement Science and Technology

Artificial IntelligenceFault DiagnosisStable GanEngineeringMachine Learning +15

Heterogeneous bi-directional recurrent neural network combining fusion health indicator for predictive analytics of rotating machinery

Yuanhong Chang, Jinglong Chen, Haixin Lv, +1

ISA Transactions

EngineeringMachine LearningData ScienceIntelligent DiagnosticsPredictive Analytics +5

Make the Rocket Intelligent at IoT Edge: Stepwise GAN for Anomaly Detection of LRE With Multisource Fusion

Yong Feng, Zijun Liu, Jinglong Chen, +3

IEEE Internet of Things Journal

Data AugmentationStepwise GanAnomaly DetectionMachine LearningData Science +13

Unsupervised Multimodal Anomaly Detection With Missing Sources for Liquid Rocket Engine

Yong Feng, Zijun Liu, Jinglong Chen, +3

IEEE Transactions on Neural Networks and Learning Systems

Anomaly DetectionMachine LearningEngineeringAutoencodersModality Incompleteness +18

SDA: Regularization with Cut-Flip and Mix-Normal for machinery fault diagnosis under small dataset

Haixin Lv, Jinglong Chen, Tianci Zhang, +3

ISA Transactions

Fault DiagnosisEngineeringMachine LearningData ScienceData Mining +9

A Supervised Framework for Recognition of Liquid Rocket Engine Health State Under Steady-State Process Without Fault Samples

Haixin Lv, Jinglong Chen, Jun Wang, +2

IEEE Transactions on Instrumentation and Measurement

Artificial IntelligenceFault DiagnosisEngineeringMachine LearningData-driven Intelligent Models +25