Fault Modeling for Electro-Hydraulic Servo System Based on Hybrid System

Article Preview

Abstract:

A parametric fault model of electro-hydraulic servo system based on hybrid system and multiple linear regression model was put forward. First of all, the operating condition of electro-hydraulic servo system was abstracted to discrete states, then using multiple linear regression algorithm, the model parameter were identified based on the statistical analysis of sample data. Finally, an electro-hydraulic servo system fault model was constructed combining the fault parameter. Compared to the previous fault model based on experimental modeling method, this model was constructed based on pressure, flow rate sensor data fusion, two parameters are correlated in the base layer, which can effectively improve the diagnostic decision robustness. The parametric fault monitoring and diagnosis experimental showed the effectiveness in fault monitoring.

You might also be interested in these eBooks

Info:

Periodical:

Advanced Materials Research (Volumes 472-475)

Pages:

169-173

Citation:

Online since:

February 2012

Export:

Price:

Permissions CCC:

Permissions PLS:

Сopyright:

© 2012 Trans Tech Publications Ltd. All Rights Reserved

Share:

Citation:

[1] Wang Qingjun, Chen Hanxin, Chua Patrick,Hian Lim Geok .Fault Detection of Water Hydraulic Motor by Demodulated Vibration Signal Analysis with the Hilbert Transform and Genetic Algorithm[J]. Journal of Testing and Evaluation.Vol.39.No.2.2011:12-15.

DOI: 10.1520/jte102905

Google Scholar

[2] Mohammad Sepasi and Farrokh Sassani. On-line Fault Diagnosis of Hydraulic Systems Using Unscented Kalman Filter[J]. International Journal of Control, Automation, and Systems (2010) 8(1):149-156.

DOI: 10.1007/s12555-010-0119-6

Google Scholar

[3] Keqiang Cao;   Jianbang Zhang;   Liangmou Hu;  Fault Diagnosis of Electro-hydraulic Position Servo Closed-loop System Based on Support Vector Regression[C]. IEEE International Conference on Automation and Logistics, 2007: 3044 – 3049.

DOI: 10.1109/ical.2007.4339104

Google Scholar

[4] Hancock, K.M. and Q. Zhang. A hybrid approach to hydraulic vane pump condition monitoring and fault detection[J]. Trans. ASABE.2006.Vol.49(4): 1203-1211.

DOI: 10.13031/2013.21720

Google Scholar