Research on the Gearbox Fault Diagnosis Based on SCS-BP Neural Network

被引:0
作者
Feng, Yafang [1 ]
Yang, Yu [1 ]
机构
[1] Chongqing Univ, State Key Lab Mech Transmiss, Chongqing, Peoples R China
来源
2018 7TH INTERNATIONAL CONFERENCE ON INDUSTRIAL TECHNOLOGY AND MANAGEMENT (ICITM 2018) | 2018年
关键词
Cuckoo search algorithm; neural network; self-adaptive step; gearbox' fault diagnosis; WAVELET PACKETS;
D O I
暂无
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Neural network provides a new research method for equipment fault diagnosis with its inherent memory ability, self-learning ability and strong fault tolerance. Firstly, this paper studies the fault diagnosis and BP Neural Network and proposes an improved cuckoo search algorithm. Secondly, the research builds the model of fault diagnosis for equipment with CS-BP on the basis of equipment fault diagnosis characterized mathematical. Moreover, use a self-adaptive method to improve the cuckoo search algorithm. Finally, Case study is provided to illustrate the application of the proposed model. The model of improved CS-BP neural network has higher prediction accuracy and adaptability than the traditional BP neural network and has important application in the field of fault diagnosis.
引用
收藏
页码:33 / 36
页数:4
相关论文
共 10 条
[1]  
[Anonymous], 1993, ARTIFICIAL NEURAL NE
[2]   Early fault diagnosis of rotating machinery based on wavelet packets-Empirical mode decomposition feature extraction and neural network [J].
Bin, G. F. ;
Gao, J. J. ;
Li, X. J. ;
Dhillon, B. S. .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2012, 27 :696-711
[3]  
Du Jian, RES EQUIPMENT FAULT
[4]  
Freescale Science and Technology Product Development Center, 2005, NEUR NETW THEOR REAL
[5]   Cuckoo search algorithm: a metaheuristic approach to solve structural optimization problems [J].
Gandomi, Amir Hossein ;
Yang, Xin-She ;
Alavi, Amir Hossein .
ENGINEERING WITH COMPUTERS, 2013, 29 (01) :17-35
[6]  
Improved BP, 2007, J CHINA U MINING AMP, P138
[7]   Bearing faults diagnostics based on hybrid LS-SVM and EMD method [J].
Liu, Xiaofeng ;
Bo, Lin ;
Luo, Honglin .
MEASUREMENT, 2015, 59 :145-166
[8]   Artificial neural networks and support vector machines with genetic algorithm for bearing fault detection [J].
Samanta, B ;
Al-Balushi, KR ;
Al-Araimi, SA .
ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2003, 16 (7-8) :657-665
[9]   Fault diagnosis of diesel engine based on adaptive wavelet packets and EEMD-fractal dimension [J].
Wang, Xia ;
Liu, Changwen ;
Bi, Fengrong ;
Bi, Xiaoyang ;
Shao, Kang .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2013, 41 (1-2) :581-597
[10]   Cuckoo Search via Levey Flights [J].
Yang, Xin-She ;
Deb, Suash .
2009 WORLD CONGRESS ON NATURE & BIOLOGICALLY INSPIRED COMPUTING (NABIC 2009), 2009, :210-+