Intelligent fault diagnosis of rotating machinery under variable working conditions based on deep transfer learning with fusion of local and global time–frequency features

Class metric regularized deep belief network with sparse representation for fault diagnosis

(2022) Jie Yang et al.   INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS

Robust fault diagnosis of rolling bearing via phase space reconstruction of intrinsic mode functions and neural network under various operating conditions

(2022) Rui Yuan et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Towards trustworthy machine fault diagnosis: A probabilistic Bayesian deep learning framework

(2022) Taotao Zhou et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

Incipient Fault Detection of Helical Gearbox Based on Variational Mode Decomposition and Time Synchronous Averaging

(2022) Soheil Tofighi Niaki et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Improved spiking neural network for intershaft bearing fault diagnosis

(2022) Jun Wang et al.   JOURNAL OF MANUFACTURING SYSTEMS

A wavelet packet transform-based deep feature transfer learning method for bearing fault diagnosis under different working conditions

(2022) Xiao Yu et al.   MEASUREMENT

Model-based fault diagnosis methods for systems with stochastic process – A survey

(2022) Zhen Zhao et al.   NEUROCOMPUTING

Deep Coupled Visual Perceptual Networks for Motor Fault Diagnosis Under Nonstationary Conditions

(2022) Yadong Xu et al.   IEEE-ASME TRANSACTIONS ON MECHATRONICS

Novel Joint Transfer Network for Unsupervised Bearing Fault Diagnosis From Simulation Domain to Experimental Domain

(2022) Yiming Xiao et al.   IEEE-ASME TRANSACTIONS ON MECHATRONICS

A Light Weight Multisensory Fusion Model for Induction Motor Fault Diagnosis

(2022) Jinjiang Wang et al.   IEEE-ASME TRANSACTIONS ON MECHATRONICS

Hybrid robust convolutional autoencoder for unsupervised anomaly detection of machine tools under noises

(2022) Shen Yan et al.   ROBOTICS AND COMPUTER-INTEGRATED MANUFACTURING

Optimum wavelet selection for nonparametric analysis toward structural health monitoring for processing big data from sensor network: A comparative study

(2021) Ahmed Silik et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Gearboxes fault detection under operation varying condition based on MODWPT, Ant colony optimization algorithm and Random Forest classifier

(2021) Boualem Ikhlef et al.   Advances in Mechanical Engineering

Fault diagnosis and severity analysis of rolling bearings using vibration image texture enhancement and multiclass support vector machines

(2021) Rakesh Kumar Jha et al.   APPLIED ACOUSTICS

Intelligent Fault Diagnosis for Planetary Gearbox Using Time-Frequency Representation and Deep Reinforcement Learning

(2021) Hui Wang et al.   IEEE-ASME TRANSACTIONS ON MECHATRONICS

A novel time–frequency Transformer based on self–attention mechanism and its application in fault diagnosis of rolling bearings

(2021) Yifei Ding et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Moment matching-based intraclass multisource domain adaptation network for bearing fault diagnosis

(2021) Yu Xia et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

A Robust Deep Learning Network for Low-Speed Machinery Fault Diagnosis Based on Multikernel and RPCA

(2021) Haihong Tang et al.   IEEE-ASME TRANSACTIONS ON MECHATRONICS

A New Penalty Domain Selection Machine Enabled Transfer Learning for Gearbox Fault Recognition

(2020) Fei Shen et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

Partial transfer learning in machinery cross-domain fault diagnostics using class-weighted adversarial networks

(2020) Xiang Li et al.   NEURAL NETWORKS

A New Method for Intelligent Fault Diagnosis of Machines based on Unsupervised Domain Adaptation

(2020) Nannan Lu et al.   NEUROCOMPUTING

Multi-scale deep intra-class transfer learning for bearing fault diagnosis

(2020) Xu Wang et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

An Investigation Into Fault Diagnosis of Planetary Gearboxes Using A Bispectrum Convolutional Neural Network

(2020) Xinyu Pang et al.   IEEE-ASME TRANSACTIONS ON MECHATRONICS

Highly-Accurate Machine Fault Diagnosis Using Deep Transfer Learning

(2018) Siyu Shao et al.   IEEE Transactions on Industrial Informatics

Domain Adaptation via Transfer Component Analysis

(2010) Sinno Jialin Pan et al.   IEEE TRANSACTIONS ON NEURAL NETWORKS