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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. <\/jats:p>","DOI":"10.1155\/2014\/384973","type":"journal-article","created":{"date-parts":[[2014,4,16]],"date-time":"2014-04-16T21:08:11Z","timestamp":1397682491000},"page":"384973","update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":1,"title":["Multisensor Based Neutral Function Identification of Solenoid Valve"],"prefix":"10.1177","volume":"10","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-0080-6584","authenticated-orcid":false,"given":"Yanqing","family":"Guo","sequence":"first","affiliation":[{"name":"School of Mechanical Engineering and Automation, Beihang University, No. 37 Xueyuan Road, Haidian District, Beijing 100191, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yongling","family":"Fu","sequence":"additional","affiliation":[{"name":"School of Mechanical Engineering and Automation, Beihang University, No. 37 Xueyuan Road, Haidian District, Beijing 100191, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiaoye","family":"Qi","sequence":"additional","affiliation":[{"name":"School of Mechanical Engineering and Automation, Beihang University, No. 37 Xueyuan Road, Haidian District, Beijing 100191, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Chun","family":"Cao","sequence":"additional","affiliation":[{"name":"School of Automation Science and Electrical Engineering, Beihang University, No. 37 Xueyuan Road, Haidian District, Beijing 100191, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"179","published-online":{"date-parts":[[2014,4,16]]},"reference":[{"key":"B1-2014-384973","first-page":"1546","volume":"15","author":"Chen L.","year":"2013","journal-title":"Journal of Vibroengineering"},{"volume-title":"Modelling, Monitoring and Diagnostic Techniques for Fluid Power Systems","year":"2007","author":"Watton J.","key":"B2-2014-384973"},{"key":"B3-2014-384973","doi-asserted-by":"publisher","DOI":"10.1109\/CCA.2008.4629637"},{"first-page":"961","volume-title":"Proceedings of the 5th European Workshop on Structural Health Monitoring","author":"Mahulkar V.","key":"B4-2014-384973"},{"key":"B5-2014-384973","doi-asserted-by":"publisher","DOI":"10.1109\/TCST.2012.2205386"},{"key":"B6-2014-384973","doi-asserted-by":"publisher","DOI":"10.1016\/j.nucengdes.2010.05.010"},{"key":"B7-2014-384973","doi-asserted-by":"publisher","DOI":"10.1016\/j.enconman.2010.12.032"},{"key":"B8-2014-384973","doi-asserted-by":"publisher","DOI":"10.1243\/PIME_PROC_1992_206_336_02"},{"key":"B9-2014-384973","doi-asserted-by":"publisher","DOI":"10.1080\/01431161.2013.845317"},{"key":"B10-2014-384973","first-page":"789","author":"Irfan M.","year":"2013","journal-title":"Business Engineering and Industrial Applications Colloquium"},{"key":"B13-2014-384973","doi-asserted-by":"publisher","DOI":"10.1115\/1.4024800"},{"issue":"1","key":"B14-2014-384973","first-page":"011104.1","volume":"135","author":"Soo L. 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