{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2022,4,5]],"date-time":"2022-04-05T23:04:19Z","timestamp":1649199859641},"reference-count":25,"publisher":"World Scientific Pub Co Pte Lt","issue":"06","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Int. J. Artif. Intell. Tools"],"published-print":{"date-parts":[[2009,12]]},"abstract":"<jats:p> Support vector machine (SVM) is a universal learning method. In this paper, an affine support vector machine (ASVM) for regression is presented for identification and control of input-affine nonlinear models. ASVM is a variant of SVM and so inherits its merits. The solution to ASVM is cast into a convex quadratic programming (QP). Hence ASVM has a unique global solution. In addition, the curse of dimensionality is avoided because ASVM is insensitive to the dimensionality of data. A commonly used model for a nonlinear system is a nonlinear autoregressive exogenous (NARX) model. ASVM could get good performance in both identification and control if a NARX model can be well represented by an input-affine nonlinear model. The experimental results validate the efficiency of ASVM in identification and control of discrete-time nonlinear systems. <\/jats:p>","DOI":"10.1142\/s0218213009000469","type":"journal-article","created":{"date-parts":[[2010,1,4]],"date-time":"2010-01-04T09:41:55Z","timestamp":1262598115000},"page":"929-947","source":"Crossref","is-referenced-by-count":7,"title":["IDENTIFICATION AND CONTROL OF DISCRETE-TIME NONLINEAR SYSTEMS USING AFFINE SUPPORT VECTOR MACHINES"],"prefix":"10.1142","volume":"18","author":[{"given":"LI","family":"ZHANG","sequence":"first","affiliation":[{"name":"Institute of Intelligent Information Processing, Xidian University, Xi'an, 710071, China"},{"name":"Institute of Automation, Shanghai Jiao Tong University, Shanghai, 200030, China"}]},{"given":"YU-GENG","family":"XI","sequence":"additional","affiliation":[{"name":"Institute of Automation, Shanghai Jiao Tong University, Shanghai, 200030, China"}]},{"given":"WEI-DA","family":"ZHOU","sequence":"additional","affiliation":[{"name":"Institute of Intelligent Information Processing, Xidian University, Xi'an, 710071, China"}]}],"member":"219","published-online":{"date-parts":[[2011,11,21]]},"reference":[{"key":"rf1","doi-asserted-by":"publisher","DOI":"10.1109\/72.80202"},{"key":"rf2","doi-asserted-by":"publisher","DOI":"10.1016\/0005-1098(92)90053-I"},{"key":"rf3","doi-asserted-by":"publisher","DOI":"10.1109\/72.207608"},{"key":"rf4","doi-asserted-by":"publisher","DOI":"10.1109\/72.478390"},{"key":"rf5","first-page":"412","volume":"12","author":"Yu W.","journal-title":"IEEE Transactions on Neural Networks"},{"key":"rf6","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-662-04323-3"},{"key":"rf9","doi-asserted-by":"publisher","DOI":"10.1080\/00207179008934126"},{"key":"rf10","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4615-5703-6_5"},{"key":"rf12","doi-asserted-by":"publisher","DOI":"10.1109\/TSP.2003.820084"},{"key":"rf13","doi-asserted-by":"publisher","DOI":"10.1109\/TNN.2006.879767"},{"key":"rf16","doi-asserted-by":"publisher","DOI":"10.1109\/TAC.2005.856647"},{"key":"rf17","doi-asserted-by":"publisher","DOI":"10.1109\/TAC.2005.856656"},{"key":"rf20","doi-asserted-by":"publisher","DOI":"10.1016\/S0893-6080(00)00077-0"},{"key":"rf21","doi-asserted-by":"publisher","DOI":"10.1109\/72.822525"},{"key":"rf22","doi-asserted-by":"publisher","DOI":"10.1080\/0020718508961129"},{"key":"rf23","doi-asserted-by":"publisher","DOI":"10.1109\/72.572089"},{"key":"rf24","doi-asserted-by":"publisher","DOI":"10.1109\/72.822514"},{"key":"rf25","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-662-02581-9"},{"key":"rf26","doi-asserted-by":"publisher","DOI":"10.1109\/72.182696"},{"key":"rf27","first-page":"837","volume":"3","author":"Sanner R. 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