A consistency regularization based semi-supervised learning approach for intelligent fault diagnosis of rolling bearing

A simple data augmentation algorithm and a self-adaptive convolutional architecture for few-shot fault diagnosis under different working conditions

(2020) Tianhao Hu et al.   MEASUREMENT

A novel optimized multi-kernel relevance vector machine with selected sensitive features and its application in early fault diagnosis for rolling bearings

(2020) Fafa Chen et al.   MEASUREMENT

Model-based uneven loading condition monitoring of full ceramic ball bearings in starved lubrication

(2020) H.T. Shi et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Model predictive control of three-axis gimbal system mounted on UAV for real-time target tracking under external disturbances

(2020) Aytaç Altan et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Applications of machine learning to machine fault diagnosis: A review and roadmap

(2020) Yaguo Lei et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Uncertainty quantification in deep convolutional neural network diagnostics of journal bearings with ovalization fault

(2020) Diogo Stuani Alves et al.   MECHANISM AND MACHINE THEORY

A two-stage method based on extreme learning machine for predicting the remaining useful life of rolling-element bearings

(2020) Zuozhou Pan et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

A data augmentation method based on cycle-consistent adversarial networks for fluorescence encoded microsphere image analysis

(2019) Zaifeng Shi et al.   SIGNAL PROCESSING

A bearing fault and severity diagnostic technique using adaptive deep belief networks and Dempster–Shafer theory

(2019) Kun Yu et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Semi-supervised gear fault diagnosis using raw vibration signal based on deep learning

(2019) Xueyi LI et al.   Chinese Journal of Aeronautics

Digital currency forecasting with chaotic meta-heuristic bio-inspired signal processing techniques

(2019) Aytaç Altan et al.   CHAOS SOLITONS & FRACTALS

Calculation of mesh stiffness of spur gears considering complex foundation types and crack propagation paths

(2019) Kangkang Chen et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Fault diagnosis of planetary gearbox using a novel semi-supervised method of multiple association layers networks

(2019) Kai Zhang et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

A novel bearing intelligent fault diagnosis framework under time-varying working conditions using recurrent neural network

(2019) Zenghui An et al.   ISA TRANSACTIONS

Deep Coupled Dense Convolutional Network With Complementary Data for Intelligent Fault Diagnosis

(2019) Jinyang Jiao et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

A multi-ensemble method based on deep auto-encoders for fault diagnosis of rolling bearings

(2019) Xianguang Kong et al.   MEASUREMENT

Deep Laplacian Auto-encoder and its application into imbalanced fault diagnosis of rotating machinery

(2019) Xiaoli Zhao et al.   MEASUREMENT

Application of weighted contribution rate of nonlinear output frequency response functions to rotor rub-impact

(2019) Y. Liu et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Health condition identification for rolling bearing using a multi-domain indicator-based optimized stacked denoising autoencoder

(2019) Xiaoan Yan et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Correlation Clustering Imputation for Diagnosing Attacks and Faults With Missing Power Grid Data

(2019) Roozbeh Razavi-Far et al.   IEEE Transactions on Smart Grid

Intelligent Fault Diagnosis via Semisupervised Generative Adversarial Nets and Wavelet Transform

(2019) Pengfei Liang et al.   IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT

A Semi-supervised Diagnostic Framework Based on the Surface Estimation of Faulty Distributions

(2018) Roozbeh Razavi-Far et al.   IEEE Transactions on Industrial Informatics

Mechanical model development of rolling bearing-rotor systems: A review

(2018) Hongrui Cao et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Virtual Adversarial Training: A Regularization Method for Supervised and Semi-Supervised Learning

(2018) Takeru Miyato et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Fault diagnosis of rolling bearing based on feature reduction with global-local margin Fisher analysis

(2018) Xiaoli Zhao et al.   NEUROCOMPUTING

Deep residual learning-based fault diagnosis method for rotating machinery

(2018) Wei Zhang et al.   ISA TRANSACTIONS

Intelligent rotating machinery fault diagnosis based on deep learning using data augmentation

(2018) Xiang Li et al.   JOURNAL OF INTELLIGENT MANUFACTURING

Fault diagnosis of wind turbine based on Long Short-term memory networks

(2018) Jinhao Lei et al.   RENEWABLE ENERGY

Information Fusion and Semi-Supervised Deep Learning Scheme for Diagnosing Gear Faults in Induction Machine Systems

(2018) Roozbeh Razavi-Far et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

A convolutional neural network based feature learning and fault diagnosis method for the condition monitoring of gearbox

(2017) Luyang Jing et al.   MEASUREMENT

Time-varying mesh stiffness calculation of cracked spur gears

(2014) Hui Ma et al.   ENGINEERING FAILURE ANALYSIS

Rolling element bearing diagnostics—A tutorial

(2010) Robert B. Randall et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING