Multisensor Based Neutral Function Identification of Solenoid Valve
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...
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| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
| Published: |
Wiley
2014-04-01
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| Series: | International Journal of Distributed Sensor Networks |
| Online Access: | https://doi.org/10.1155/2014/384973 |
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| _version_ | 1832545274865647616 |
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| author | Yanqing Guo Yongling Fu Xiaoye Qi Chun Cao |
| author_facet | Yanqing Guo Yongling Fu Xiaoye Qi Chun Cao |
| author_sort | Yanqing Guo |
| collection | DOAJ |
| description | 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. |
| format | Article |
| id | doaj-art-f671646888bc4ee0a210000498933aec |
| institution | Kabale University |
| issn | 1550-1477 |
| language | English |
| publishDate | 2014-04-01 |
| publisher | Wiley |
| record_format | Article |
| series | International Journal of Distributed Sensor Networks |
| spelling | doaj-art-f671646888bc4ee0a210000498933aec2025-02-03T07:26:22ZengWileyInternational Journal of Distributed Sensor Networks1550-14772014-04-011010.1155/2014/384973384973Multisensor Based Neutral Function Identification of Solenoid ValveYanqing Guo0Yongling Fu1Xiaoye Qi2Chun Cao3 School of Mechanical Engineering and Automation, Beihang University, No. 37 Xueyuan Road, Haidian District, Beijing 100191, China School of Mechanical Engineering and Automation, Beihang University, No. 37 Xueyuan Road, Haidian District, Beijing 100191, China School of Mechanical Engineering and Automation, Beihang University, No. 37 Xueyuan Road, Haidian District, Beijing 100191, China School of Automation Science and Electrical Engineering, Beihang University, No. 37 Xueyuan Road, Haidian District, Beijing 100191, ChinaCondition 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.https://doi.org/10.1155/2014/384973 |
| spellingShingle | Yanqing Guo Yongling Fu Xiaoye Qi Chun Cao Multisensor Based Neutral Function Identification of Solenoid Valve International Journal of Distributed Sensor Networks |
| title | Multisensor Based Neutral Function Identification of Solenoid Valve |
| title_full | Multisensor Based Neutral Function Identification of Solenoid Valve |
| title_fullStr | Multisensor Based Neutral Function Identification of Solenoid Valve |
| title_full_unstemmed | Multisensor Based Neutral Function Identification of Solenoid Valve |
| title_short | Multisensor Based Neutral Function Identification of Solenoid Valve |
| title_sort | multisensor based neutral function identification of solenoid valve |
| url | https://doi.org/10.1155/2014/384973 |
| work_keys_str_mv | AT yanqingguo multisensorbasedneutralfunctionidentificationofsolenoidvalve AT yonglingfu multisensorbasedneutralfunctionidentificationofsolenoidvalve AT xiaoyeqi multisensorbasedneutralfunctionidentificationofsolenoidvalve AT chuncao multisensorbasedneutralfunctionidentificationofsolenoidvalve |