A health-adaptive time-scale representation (HTSR) embedded convolutional neural network for gearbox fault diagnostics

A Domain Adaptation with Semantic Clustering (DASC) method for fault diagnosis of rotating machinery

(2021) Myungyon Kim et al.   ISA TRANSACTIONS

A physics-informed deep learning approach for bearing fault detection

(2021) Sheng Shen et al.   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

Cepstrum-assisted empirical wavelet transform (CEWT)-based improved demodulation analysis for fault diagnostics of planetary gearboxes

(2021) Yunhan Kim et al.   MEASUREMENT

Learning Attention Representation with a Multi-Scale CNN for Gear Fault Diagnosis under Different Working Conditions

(2020) Yong Yao et al.   SENSORS

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

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

Multibranch and Multiscale CNN for Fault Diagnosis of Wheelset Bearings Under Strong Noise and Variable Load Condition

(2020) Dandan Peng et al.   IEEE Transactions on Industrial Informatics

A Feature Inherited Hierarchical Convolutional Neural Network (FI-HCNN) for Motor Fault Severity Estimation Using Stator Current Signals

(2020) Chan Hee Park et al.   International Journal of Precision Engineering and Manufacturing-Green Technology

1D convolutional neural networks and applications: A survey

(2020) Serkan Kiranyaz et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Intelligent fault diagnosis method of planetary gearboxes based on convolution neural network and discrete wavelet transform

(2019) Renxiang Chen et al.   COMPUTERS IN INDUSTRY

Physics-Based Convolutional Neural Network for Fault Diagnosis of Rolling Element Bearings

(2019) Mohammadkazem Sadoughi et al.   IEEE SENSORS JOURNAL

Variance of energy residual (VER): An efficient method for planetary gear fault detection under variable-speed conditions

(2019) Jungho Park et al.   JOURNAL OF SOUND AND VIBRATION

High-order synchrosqueezing wavelet transform and application to planetary gearbox fault diagnosis

(2019) Yue Hu et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Mechanical fault diagnosis using Convolutional Neural Networks and Extreme Learning Machine

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

Compound Fault Diagnosis of Gearboxes via Multi-label Convolutional Neural Network and Wavelet Transform

(2019) Pengfei Liang et al.   COMPUTERS IN INDUSTRY

Phase-based time domain averaging (PTDA) for fault detection of a gearbox in an industrial robot using vibration signals

(2019) Yunhan Kim et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Multiscale Convolutional Neural Networks for Fault Diagnosis of Wind Turbine Gearbox

(2018) Guoqian Jiang et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

Toothwise Fault Identification for a Planetary Gearbox Based on a Health Data Map

(2018) Jong M. Ha et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

Deep Residual Networks With Dynamically Weighted Wavelet Coefficients for Fault Diagnosis of Planetary Gearboxes

(2018) Minghang Zhao et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

Pattern recognition based on-line vibration monitoring system for fault diagnosis of automobile gearbox

(2018) T. Praveenkumar et al.   MEASUREMENT

A review on the application of deep learning in system health management

(2018) Samir Khan et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Time-reassigned synchrosqueezing transform: The algorithm and its applications in mechanical signal processing

(2018) Dong He et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

A positive energy residual (PER) based planetary gear fault detection method under variable speed conditions

(2018) Jungho Park et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Iterative generalized time–frequency reassignment for planetary gearbox fault diagnosis under nonstationary conditions

(2016) Xiaowang Chen et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Autocorrelation-based time synchronous averaging for condition monitoring of planetary gearboxes in wind turbines

(2016) Jong M. Ha et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Early fault detection in gearboxes based on support vector machines and multilayer perceptron with a continuous wavelet transform

(2015) Łukasz Jedliński et al.   APPLIED SOFT COMPUTING

Recent advances in time–frequency analysis methods for machinery fault diagnosis: A review with application examples

(2013) Zhipeng Feng et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Sensitivity Analysis of k-Fold Cross Validation in Prediction Error Estimation

(2009) J.D. Rodriguez et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

A wavelet approach to fault diagnosis of a gearbox under varying load conditions

(2009) Xiyang Wang et al.   JOURNAL OF SOUND AND VIBRATION

Simulation of spur gear dynamics and estimation of fault growth

(2008) Siyan Wu et al.   JOURNAL OF SOUND AND VIBRATION