An improved ensemble fusion autoencoder model for fault diagnosis from imbalanced and incomplete data

Condition Monitoring of Bearing Damage in Electromechanical Drive Systems by Using Motor Current Signals of Electric Motors: A Benchmark Data Set for Data-Driven Classification

Christian Lessmeier, James Kuria Kimotho, Detmar Zimmer et al. · PHM Society European Conference · 2016 · 1.2K citations · Full text

Engineering, Electrical Engineering, Condition Assessment +16

Applications of Deep Learning and Reinforcement Learning to Biological Data

Mufti Mahmud, M. Shamim Kaiser, Amir Hussain et al. · IEEE Transactions on Neural Networks and Learning Systems · 2018 · 871 citations · Full text

Computing, Computer Science, Artificial Intelligence +8

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

Ming Zhao, Li Pin, Xiaoqiang Xu · Measurement · 2017 · 688 citations

Computing, Computer Science, Mechanical Engineering +16

Construction of hierarchical diagnosis network based on deep learning and its application in the fault pattern recognition of rolling element bearings

Meng Gan, Cong Wang, Changan Zhu · Mechanical Systems and Signal Processing · 2015 · 551 citations

Computing, Computer Science, Machine Learning +14

Intelligent Bearing Fault Diagnosis Method Combining Compressed Data Acquisition and Deep Learning

Jiedi Sun, Changhong Yan, Jiangtao Wen · IEEE Transactions on Instrumentation and Measurement · 2017 · 419 citations

Engineering, Computer Science, Industrial Engineering +17