Weighted average selective ensemble strategy of deep convolutional models based on grey wolf optimizer and its application in rotating machinery fault diagnosis

Grey Wolf Optimizer

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Model Optimization, Large-scale Global Optimization, Engineering +4

Highly Accurate Machine Fault Diagnosis Using Deep Transfer Learning

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Fault Diagnosis, Engineering, Machine Learning +12

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

Yaguo Lei, Feng Jia, Jing Lin et al. · IEEE Transactions on Industrial Electronics · 2016 · 1.2K citations

Fault Diagnosis, Engineering, Machine Learning +16

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 · 676 citations

Fault Diagnosis, Condition Monitoring, Convolutional Neural Network +11

Deep learning algorithms for rotating machinery intelligent diagnosis: An open source benchmark study

Zhibin Zhao, Tianfu Li, Jingyao Wu et al. · ISA Transactions · 2020 · 593 citations · Full text

Artificial Intelligence, Engineering, Machine Learning +9