Multisensor Based Neutral Function Identification of Solenoid Valve

Yanqing Guo, Yongling Fu, Xiaoye Qi and Chun Cao

International Journal of Distributed Sensor Networks, 2014, vol. 10, issue 4, 384973

Abstract: Condition monitoring of hydraulic systems has been using automatic control in industrial system. In this paper, a sensor network based intelligent control is proposed for efficient solenoid valve identification. The detection system learns to detect the change of output pressure of multipoints that represent a more complicated task. Linear correlation analysis is introduced for feature extraction, which allows for a significant reduction in the dimension of original data without compromising the change detection performance. Implemented as an agent identifying the valve types under measurement, the support vector machine classifier achieves a significant high accuracy in identification and an increase in deployment efficiency. Experimental results prove that the system is feasible for application designs and could be implemented on technological platforms.

Date: 2014
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Persistent link: https://EconPapers.repec.org/RePEc:sae:intdis:v:10:y:2014:i:4:p:384973

DOI: 10.1155/2014/384973

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