DocumentCode
1864141
Title
Application of BP neural network in failure diagnosis of electromagnetic direction valve
Author
Minqiang Dai ; Wei Cai ; Shengdun Zhao
Author_Institution
School of Mechanical Engineering, Xi´an Jiao tong University, 710049, China
fYear
2012
fDate
3-5 March 2012
Firstpage
530
Lastpage
533
Abstract
The paper discussed the application of BP Neural network in electromagnetic direction valve failure diagnosis. The models of failure simulation were made through damaging some parts of the electromagnetic direction valve. A three-layer BP neural network were constructed to diagnose the electromagnetic direction valve based on the signals measured by a non -intrusive detection device. After trained by a subset of the input-output dataset, the diagnosis errors of the application of the BP neural network in electromagnetic direction valve failure diagnosis were comparatively small.
Keywords
Electromagnetic Direction Valve; Failure Diagnosis; Failure Simulation; Neural Network;
fLanguage
English
Publisher
iet
Conference_Titel
Automatic Control and Artificial Intelligence (ACAI 2012), International Conference on
Conference_Location
Xiamen
Electronic_ISBN
978-1-84919-537-9
Type
conf
DOI
10.1049/cp.2012.1033
Filename
6492640
Link To Document