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In this paper, we design ATO speed controller based on the input and output data of the train operation. The method combines multimodeling with predictive functional control according to complicated nonlinear characteristics of the train operation. Firstly, we cluster the data sample by using fuzzy-c means algorithm. Secondly, we identify parameter of cluster model by using recursive least square algorithm with forgetting factor and then establish the local set of models of the process of train operation. Then at each sample time, we can obtain the global predictive model about the system based on the weighted indicators by designing a kind of weighting algorithm with error compensation. Thus, the predictive functional controller is designed to control the speed of the train. Finally, the simulation results demonstrate the effectiveness of the proposed algorithm.<\/jats:p>","DOI":"10.1155\/2014\/520627","type":"journal-article","created":{"date-parts":[[2014,2,3]],"date-time":"2014-02-03T21:01:50Z","timestamp":1391461310000},"page":"1-8","source":"Crossref","is-referenced-by-count":2,"title":["Weighted Multimodel Predictive Function Control for Automatic Train Operation System"],"prefix":"10.1155","volume":"2014","author":[{"given":"Shuhuan","family":"Wen","sequence":"first","affiliation":[{"name":"Key Laboratory of Industrial Computer Control Engineering of Hebei Province, Yanshan University, Qinhuangdao 066004, China"},{"name":"State Key Laboratory of Rail Traffic Control and Safety, Beijing Jiaotong University, Beijing 100044, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jingwei","family":"Yang","sequence":"additional","affiliation":[{"name":"Key Laboratory of Industrial Computer Control Engineering of Hebei Province, Yanshan University, Qinhuangdao 066004, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ahmad B.","family":"Rad","sequence":"additional","affiliation":[{"name":"School of Engineering Science, Simon Fraser University, 250-13450, 102 Avenue, Surrey, BC, Canada V3T 0A3"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shengyong","family":"Chen","sequence":"additional","affiliation":[{"name":"College of Computer Science and Technology, Zhejiang University of Technology, Hangzhou 310023, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Pengcheng","family":"Hao","sequence":"additional","affiliation":[{"name":"Key Laboratory of Industrial Computer Control Engineering of Hebei Province, Yanshan University, Qinhuangdao 066004, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","reference":[{"key":"1","doi-asserted-by":"publisher","DOI":"10.1016\/j.automatica.2005.03.026"},{"key":"2","doi-asserted-by":"publisher","DOI":"10.1016\/j.cej.2008.05.013"},{"issue":"4","key":"3","first-page":"456","volume":"22","year":"1996","journal-title":"Acta Automatica Sinica"},{"issue":"3","key":"5","first-page":"320","volume":"46","year":"2010","journal-title":"European Journal of Scientific Research"},{"issue":"2","key":"6","first-page":"205","volume":"7","year":"2004","journal-title":"Pattern Analysis and Applications"},{"key":"7","doi-asserted-by":"publisher","DOI":"10.1016\/0005-1098(87)90087-2"},{"key":"8","doi-asserted-by":"publisher","DOI":"10.1016\/j.asoc.2008.03.006"},{"issue":"8","key":"9","doi-asserted-by":"crossref","first-page":"5209","DOI":"10.7498\/aps.58.5209","volume":"58","year":"2009","journal-title":"Acta Physica Sinica"},{"issue":"5","key":"10","first-page":"431","volume":"29","year":"2000","journal-title":"Information and Control"},{"issue":"113","key":"11","first-page":"97","volume":"2","year":"2008","journal-title":"Journal of Railway Engineering"}],"container-title":["Journal of Applied Mathematics"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/jam\/2014\/520627.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/jam\/2014\/520627.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/jam\/2014\/520627.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,3,25]],"date-time":"2022-03-25T05:36:55Z","timestamp":1648186615000},"score":1,"resource":{"primary":{"URL":"http:\/\/www.hindawi.com\/journals\/jam\/2014\/520627\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2014]]},"references-count":10,"alternative-id":["520627","520627"],"URL":"https:\/\/doi.org\/10.1155\/2014\/520627","relation":{},"ISSN":["1110-757X","1687-0042"],"issn-type":[{"type":"print","value":"1110-757X"},{"type":"electronic","value":"1687-0042"}],"subject":[],"published":{"date-parts":[[2014]]}}}