Application of a optimized wavelet neural networks in rolling bearing fault diagnosis

被引：3

作者：

Lin Yuanyan ^{[1
]}

Wang Binwu ^{[1
]}

机构：

[1] Guilin Coll Aerosp Technol, Dept Mech Engn, Guilin 541004, Guangxi, Peoples R China

来源：

DIGITAL MANUFACTURING & AUTOMATION III, PTS 1 AND 2 | 2012年 / 190-191卷

关键词：

fault diagnosis; optimization of wavelet network; rolling bearing;

D O I：

10.4028/www.scientific.net/AMM.190-191.919

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

According to the fault type and fault signal of rolling bearing is difficult to predict, the paper proposed a new method to diagnose fault of rolling bearings with the wavelet neural network optimizated by simulated annealing particle swarm optimization. And it was applied to the fault diagnosis of rolling bearing. The experiment shows that this method can reduce the iteration time and improve the accuracy of convergence.

引用

页码：919 / 922

页数：4

共 50 条

[1] Rolling Bearing Fault Diagnosis Based on Wavelet Neural Networks
Xu, Longyun
Rui, Zhiyuan
Feng, Ruicheng
[J]. PROCEEDINGS OF FIRST INTERNATIONAL CONFERENCE OF MODELLING AND SIMULATION, VOL V: MODELLING AND SIMULATION IN MECHANICS AND MANUFACTURE, 2008, : 367 - 372
[2] Application of Wavelet Analysis and Neural Network in Fault Diagnosis of Rolling Bearing
Li Xinli
Yao Wanye
Yang Xiao
Zhou Qingjie
[J]. PROCEEDINGS OF THE 2015 JOINT INTERNATIONAL MECHANICAL, ELECTRONIC AND INFORMATION TECHNOLOGY CONFERENCE (JIMET 2015), 2015, 10 : 1 - 6
[3] Wavelet neural network and its application in fault diagnosis of rolling bearing
Wang, GF
Wang, TY
[J]. ICMIT 2005: INFORMATION SYSTEMS AND SIGNAL PROCESSING, 2005, 6041
[4] Application of Wavelet Transform in Fault Diagnosis of Rolling Bearing
Cheng, Huanxin
Yu, Shajia
Cheng, Li
[J]. 2014 10TH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION (ICNC), 2014, : 1066 - 1070
[5] Fault Diagnosis of Rolling Bearing on the Basis of Wavelet Neural Network
Lin, Wu Song
Liu Jianxin
Lili
[J]. ADVANCED MATERIALS, MECHANICS AND INDUSTRIAL ENGINEERING, 2014, 598 : 244 - 249
[6] The Application of Wavelet Packet and SVM in Rolling Bearing Fault Diagnosis
Li, Meng
Zhao, Ping
[J]. 2008 INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATION: (ICMA), VOLS 1 AND 2, 2008, : 504 - +
[7] A Statistical Parameters and Artificial Neural Networks Application for Rolling Element Bearing Fault Diagnosis using Wavelet Transform Preprocessing
Baiche, Karim
Abderrazak, Lachouri
[J]. 2017 5TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING - BOUMERDES (ICEE-B), 2017,
[8] Rolling Element Bearing Fault Diagnosis Using Wavelet Neural Network
Jing, Wang
Liu, Hongmei
Lu, Chen
[J]. 2012 INTERNATIONAL CONFERENCE ON FUTURE INFORMATION TECHNOLOGY AND MANAGEMENT SCIENCE & ENGINEERING (FITMSE 2012), 2012, 14 : 128 - 133
[9] Application of Wavelet packet and Hilbert operator to the fault diagnosis of rolling bearing
Liao Xingzhi
Wan Zhou
Xiong Xin
Li Zhirong
He Lin
[J]. 2013 FIFTH INTERNATIONAL CONFERENCE ON MEASURING TECHNOLOGY AND MECHATRONICS AUTOMATION (ICMTMA 2013), 2013, : 302 - 305
[10] Application of Balanced Multi-wavelet in the Fault Diagnosis of Rolling Bearing
Zhang, Sui Zheng
Zhang, Jian Yu
Yang, Yang
[J]. VIBRATION, STRUCTURAL ENGINEERING AND MEASUREMENT II, PTS 1-3, 2012, 226-228 : 210 - 215

← 1 2 3 4 5 →