Intelligent fault diagnosis method for rotating machinery based on vibration signal analysis and hybrid multi-object deep CNN

A New Convolutional Neural Network-Based Data-Driven Fault Diagnosis Method

(2018) Long Wen et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

Compound gear-bearing fault feature extraction using statistical features based on time-frequency method

(2018) Laxmikant S. Dhamande et al.   MEASUREMENT

Fault Diagnosis of a Rolling Bearing Using Wavelet Packet Denoising and Random Forests

(2017) Ziwei Wang et al.   IEEE SENSORS JOURNAL

Online sequential prediction of bearings imbalanced fault diagnosis by extreme learning machine

(2017) Wentao Mao et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Independence-oriented VMD to identify fault feature for wheel set bearing fault diagnosis of high speed locomotive

(2017) Zipeng Li et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

An Intelligent Fault Diagnosis Method Using Unsupervised Feature Learning Towards Mechanical Big Data

(2016) Yaguo Lei et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

Generalized stepwise demodulation transform and synchrosqueezing for time–frequency analysis and bearing fault diagnosis

(2016) Juanjuan Shi et al.   JOURNAL OF SOUND AND VIBRATION

Convolutional Neural Network Based Fault Detection for Rotating Machinery

(2016) Olivier Janssens et al.   JOURNAL OF SOUND AND VIBRATION

Hierarchical adaptive deep convolution neural network and its application to bearing fault diagnosis

(2016) Xiaojie Guo et al.   MEASUREMENT

A sparse auto-encoder-based deep neural network approach for induction motor faults classification

(2016) Wenjun Sun et al.   MEASUREMENT

Time-frequency atoms-driven support vector machine method for bearings incipient fault diagnosis

(2016) Ruonan Liu et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Time–frequency features for pattern recognition using high-resolution TFDs: A tutorial review

(2015) Boualem Boashash et al.   DIGITAL SIGNAL PROCESSING

A time domain approach to diagnose gearbox fault based on measured vibration signals

(2014) Liu Hong et al.   JOURNAL OF SOUND AND VIBRATION

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

Wavelets for fault diagnosis of rotary machines: A review with applications

(2013) Ruqiang Yan et al.   SIGNAL PROCESSING

Synchrosqueezed wavelet transforms: An empirical mode decomposition-like tool

(2010) Ingrid Daubechies et al.   APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS

EEMD method and WNN for fault diagnosis of locomotive roller bearings

(2010) Yaguo Lei et al.   EXPERT SYSTEMS WITH APPLICATIONS

Evaluation of principal component analysis and neural network performance for bearing fault diagnosis from vibration signal processed by RS and DF analyses

(2010) E.P. de Moura et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING