"A Levenberg-Marquardt algorithm with instrumental variables and its application on the identification of dynamic system"@en . "This article deals with process identification, using nonlinear ARX model via feed-forward multilayer neural network. Estimation of network parameters is achieved using the Levenberg-Marquardt (LM) method in iterative batch mode adaptation. In order to obtain consistent estimate, original implementations of LM algorithm - which include instrumental variables (IV) technique - are suggested. Basic and extended IV methods are presented as some of the IV methods. Advantages of the proposed approach are illustrated in the example simulations on the real process, using B&R PLC."@en . "DAAAM International Vienna" . "2"^^ . "2"^^ . "Annals of DAAAM for 2010 & Proceedings of the 21st International DAAAM Symposium, No1" . "P(GA102/09/1680), Z(MSM0021630529)" . "Neural networks, Levenberg-Marquardt, NARX, Instrumental variables, System identification"@en . . "2010-10-20+02:00"^^ . "A Levenberg-Marquardt algorithm with instrumental variables and its application on the identification of dynamic system"@en . . . . . . "26220" . "This article deals with process identification, using nonlinear ARX model via feed-forward multilayer neural network. Estimation of network parameters is achieved using the Levenberg-Marquardt (LM) method in iterative batch mode adaptation. In order to obtain consistent estimate, original implementations of LM algorithm - which include instrumental variables (IV) technique - are suggested. Basic and extended IV methods are presented as some of the IV methods. Advantages of the proposed approach are illustrated in the example simulations on the real process, using B&R PLC." . . . "TU Wien Karlsplatz 13/311 A-1040 Vienna Austria" . "244663" . "Zadar" . . . . "RIV/00216305:26220/10:PU88662" . . "Dokoupil, Jakub" . "A Levenberg-Marquardt algorithm with instrumental variables and its application on the identification of dynamic system" . . . "Pivo\u0148ka, Petr" . "[0A297B0E7A9A]" . . . "A Levenberg-Marquardt algorithm with instrumental variables and its application on the identification of dynamic system" . "978-3-901509-73-5" . . . "2"^^ . . . . "RIV/00216305:26220/10:PU88662!RIV11-GA0-26220___" .