Fan Fault Diagnosis Based on Lightweight Multiscale Multiattention Feature Fusion Network

Sparse BD-Net

(2020) Zhezhi He et al.   ACM Journal on Emerging Technologies in Computing Systems

Parallel multi-scale entropy and it's application in rolling bearing fault diagnosis

(2020) Dongfang Zhao et al.   MEASUREMENT

Gear pitting fault diagnosis with mixed operating conditions based on adaptive 1D separable convolution with residual connection

(2020) Xueyi Li et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Interpreting network knowledge with attention mechanism for bearing fault diagnosis

(2020) Zhi-bo Yang et al.   APPLIED SOFT COMPUTING

Enhanced Frequency Band Entropy Method for Fault Feature Extraction of Rolling Element Bearings

(2020) Hua Li et al.   IEEE Transactions on Industrial Informatics

One-Dimensional Residual Convolutional Autoencoder Based Feature Learning for Gearbox Fault Diagnosis

(2020) Jianbo Yu et al.   IEEE Transactions on Industrial Informatics

Hierarchical Frequency-Domain Sparsity-Based Algorithm for Fault Feature Extraction of Rolling Bearings

(2020) Baoxiang Wang et al.   IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT

Simultaneous fault diagnosis of wind turbine using multichannel convolutional neural networks

(2020) Samira Zare et al.   ISA TRANSACTIONS

Nondestructive Defect Detection in Castings by Using Spatial Attention Bilinear Convolutional Neural Network

(2020) Zhenhui Tang et al.   IEEE Transactions on Industrial Informatics

A Neural Network Based Method for Thermal Fault Detection in Lithium-Ion Batteries

(2020) Olaoluwa Ojo et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

Inspection of Imprint Defects in Stamped Metal Surfaces Using Deep Learning and Tracking

(2020) Sylvio Biasuz Block et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

A Bearing Fault Diagnosis Method Based on Enhanced Singular Value Decomposition

(2020) Hua Li et al.   IEEE Transactions on Industrial Informatics

Deep Learning-Based Solar-Cell Manufacturing Defect Detection With Complementary Attention Network

(2020) Binyi Su et al.   IEEE Transactions on Industrial Informatics

ResPRE: high-accuracy protein contact prediction by coupling precision matrix with deep residual neural networks

(2019) Yang Li et al.   BIOINFORMATICS

An Integrated Approach Based on Swarm Decomposition, Morphology Envelope Dispersion Entropy, and Random Forest for Multi-Fault Recognition of Rolling Bearing

(2019) Shuting Wan et al.   Entropy

Transient Feature Extraction Based on Time–Frequency Manifold Image Synthesis for Machinery Fault Diagnosis

(2019) Xiaoxi Ding et al.   IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT

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

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

Understanding and Learning Discriminant Features based on Multiattention 1DCNN for Wheelset Bearing Fault Diagnosis

(2019) Huan Wang et al.   IEEE Transactions on Industrial Informatics

Macroscopic–Microscopic Attention in LSTM Networks Based on Fusion Features for Gear Remaining Life Prediction

(2019) Yi Qin et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

PGA-Net: Pyramid Feature Fusion and Global Context Attention Network for Automated Surface Defect Detection

(2019) Hongwen Dong et al.   IEEE Transactions on Industrial Informatics

Multiscale Convolutional Neural Networks for Fault Diagnosis of Wind Turbine Gearbox

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

Electric Locomotive Bearing Fault Diagnosis Using a Novel Convolutional Deep Belief Network

(2018) Haidong Shao et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

Rolling bearing fault feature learning using improved convolutional deep belief network with compressed sensing

(2018) Haidong Shao et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Deep learning-based remaining useful life estimation of bearings using multi-scale feature extraction

(2018) Xiang Li et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

Rolling bearing fault detection and diagnosis based on composite multiscale fuzzy entropy and ensemble support vector machines

(2017) Jinde Zheng 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

Fan fault diagnosis based on symmetrized dot pattern analysis and image matching

(2016) Xiaogang Xu et al.   JOURNAL OF SOUND AND VIBRATION

Deep learning

(2015) Yann LeCun et al.   NATURE

Advanced Eccentricity Fault Recognition in Permanent Magnet Synchronous Motors Using Stator Current Signature Analysis

(2013) Bashir Mahdi Ebrahimi et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS