A fault diagnosis method based on one-dimensional data enhancement and convolutional neural network

An unsupervised fault diagnosis method for rolling bearing using STFT and generative neural networks

(2020) Hongfeng Tao et al.   JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS

Data synthesis using dual discriminator conditional generative adversarial networks for imbalanced fault diagnosis of rolling bearings

(2020) Taisheng Zheng et al.   MEASUREMENT

Research on fault diagnosis technology of centrifugal pump blade crack based on PCA and GMM

(2020) Shuping Cao et al.   MEASUREMENT

Coordinated approach fusing time-shift multiscale dispersion entropy and vibrational Harris hawks optimization-based SVM for fault diagnosis of rolling bearing

(2020) Kaixuan Shao et al.   MEASUREMENT

A comprehensive review on convolutional neural network in machine fault diagnosis

(2020) Jinyang Jiao et al.   NEUROCOMPUTING

Fault Diagnosis of Rolling Bearings Based on an Improved Stack Autoencoder and Support Vector Machine

(2020) Mingliang Cui et al.   IEEE SENSORS JOURNAL

Improved generative adversarial network for vibration-based fault diagnosis with imbalanced data

(2020) Bingxi Zhao et al.   MEASUREMENT

A hybrid deep-learning model for fault diagnosis of rolling bearings

(2020) Yang Xu et al.   MEASUREMENT

Bearing performance degradation assessment based on optimized EWT and CNN

(2020) Mantang Hu et al.   MEASUREMENT

Fault diagnosis of rotating machinery based on recurrent neural networks

(2020) Yahui Zhang et al.   MEASUREMENT

A novel gas turbine fault diagnosis method based on transfer learning with CNN

(2019) Shi-sheng Zhong et al.   MEASUREMENT

Machinery fault diagnosis with imbalanced data using deep generative adversarial networks

(2019) Wei Zhang et al.   MEASUREMENT

A New Intelligent Bearing Fault Diagnosis Method Using SDP Representation and SE-CNN

(2019) Hui Wang et al.   IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT

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

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

A Generic Intelligent Bearing Fault Diagnosis System Using Compact Adaptive 1D CNN Classifier

(2018) Levent Eren et al.   Journal of Signal Processing Systems for Signal Image and Video Technology

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

(2017) Ziwei Wang et al.   IEEE SENSORS JOURNAL

A New Deep Learning Model for Fault Diagnosis with Good Anti-Noise and Domain Adaptation Ability on Raw Vibration Signals

(2017) Wei Zhang et al.   SENSORS

Real-Time Motor Fault Detection by 1-D Convolutional Neural Networks

(2016) Turker Ince et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

Convolutional Neural Network Based Fault Detection for Rotating Machinery

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

Deep neural networks: A promising tool for fault characteristic mining and intelligent diagnosis of rotating machinery with massive data

(2016) Feng Jia et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Rolling element bearing diagnostics using the Case Western Reserve University data: A benchmark study

(2015) Wade A. Smith et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

A Review on Basic Data-Driven Approaches for Industrial Process Monitoring

(2014) Shen Yin et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

FN-DFE: Fuzzy-Neural Data Fusion Engine for Enhanced Resilient State-Awareness of Hybrid Energy Systems

(2014) Dumidu Wijayasekara et al.   IEEE Transactions on Cybernetics

Fault Diagnosis in Internal Combustion Engines Using Extension Neural Network

(2013) Yousef Shatnawi et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

From Model, Signal to Knowledge: A Data-Driven Perspective of Fault Detection and Diagnosis

(2013) Xuewu Dai et al.   IEEE Transactions on Industrial Informatics

Failure diagnosis using deep belief learning based health state classification

(2013) Prasanna Tamilselvan et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

Analysis and generalization of fault diagnosis methods for process monitoring

(2011) Carlos F. Alcala et al.   JOURNAL OF PROCESS CONTROL

Fault diagnosis based on Walsh transform and rough sets

(2008) Xiuqiao Xiang et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING