Laplacian Eigenmaps Feature Conversion and Particle Swarm Optimization-Based Deep Neural Network for Machine Condition Monitoring

Laplacian Eigenmaps Feature Conversion and Particle Swarm Optimization-Based Deep Neural Network for Machine Condition Monitoring

This work reports a novel method by fusing Laplacian Eigenmaps feature conversion and deep neural network (DNN) for machine condition assessment. Laplacian Eigenmaps is adopted to transform data features from original high dimension space to projected lower dimensional space, the DNN is optimized by...

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Bibliographic Details
Main Authors: Nanqi Yuan, Wenli Yang, Byeong Kang, Shuxiang Xu, Xiaolin Wang
Format: Article
Language:English
Published: MDPI AG 2018-12-01
Series:Applied Sciences
Subjects:
Laplacian Eigenmaps
feature conversion
deep neural network
particle swarm optimization
condition assessment
Online Access:https://www.mdpi.com/2076-3417/8/12/2611

Internet

https://www.mdpi.com/2076-3417/8/12/2611

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