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...

Полное описание

Библиографические подробности
Главные авторы: Nanqi Yuan, Wenli Yang, Byeong Kang, Shuxiang Xu, Xiaolin Wang
Формат: Статья
Язык:English
Опубликовано: MDPI AG 2018-12-01
Серии:Applied Sciences
Предметы:
Online-ссылка:https://www.mdpi.com/2076-3417/8/12/2611