About: Local Model Networks for Modelling and Predictive Control of Nonlinear Systems

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rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
Description	The paper deals with the problem of modelling and control using the Local Model Network (LMN). The idea is based on development of multiple local models for the whole operating range of the controlled process. The local models are then smoothly connected using the validity or weighting functions to provide a nonlinear global model of the plant. For saving the computational load, linear model is obtained by interpolating the parameters of local models at each sample instant and then used in Model Predictive Control (MPC) framework to calculate the future behaviour of the process. The supervisory program, based on a nonlinear global model, computes desired values of manipulated variables leading to minimum utility consumption. The approach is verified in a control of model of a heat exchanger. The paper deals with the problem of modelling and control using the Local Model Network (LMN). The idea is based on development of multiple local models for the whole operating range of the controlled process. The local models are then smoothly connected using the validity or weighting functions to provide a nonlinear global model of the plant. For saving the computational load, linear model is obtained by interpolating the parameters of local models at each sample instant and then used in Model Predictive Control (MPC) framework to calculate the future behaviour of the process. The supervisory program, based on a nonlinear global model, computes desired values of manipulated variables leading to minimum utility consumption. The approach is verified in a control of model of a heat exchanger. (en)
Title	Local Model Networks for Modelling and Predictive Control of Nonlinear Systems Local Model Networks for Modelling and Predictive Control of Nonlinear Systems (en)
skos:prefLabel	Local Model Networks for Modelling and Predictive Control of Nonlinear Systems Local Model Networks for Modelling and Predictive Control of Nonlinear Systems (en)
skos:notation	RIV/70883521:28140/09:63508771!RIV10-GA0-28140___
http://linked.open...avai/riv/aktivita	P
http://linked.open...avai/riv/aktivity	P(GP102/09/P243)
http://linked.open...vai/riv/dodaniDat	2010
http://linked.open...aciTvurceVysledku	Novák, Jakub Chalupa, Petr Bobál, Vladimír
http://linked.open.../riv/druhVysledku	D - Článek ve sborníku
http://linked.open...iv/duvernostUdaju	S - Úplné a pravdivé údaje nepodléhající ochraně podle zvláštních právních předpisů
http://linked.open...titaPredkladatele	Univerzita Tomáše Bati ve Zlíně / Fakulta aplikované informatiky
http://linked.open...dnocenehoVysledku	323983
http://linked.open...ai/riv/idVysledku	RIV/70883521:28140/09:63508771
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	Predictive control; Local Model Networks; Heat-exchanger; Optimization (en)
http://linked.open.../riv/klicoveSlovo	Optimization Predictive control Heat-exchanger Local Model Networks
http://linked.open...ontrolniKodProRIV	[521B4A4E0A9C]
http://linked.open...v/mistoKonaniAkce	Madrid, Spain
http://linked.open...i/riv/mistoVydani	Madrid
http://linked.open...i/riv/nazevZdroje	23rd European Conference on Modelling and Simulation
http://linked.open...in/vavai/riv/obor	BC
http://linked.open...ichTvurcuVysledku	3 (xsd:int)
http://linked.open...cetTvurcuVysledku	3 (xsd:int)
http://linked.open...vavai/riv/projekt	Nonlinear System Predictive Control using Local Model Networks
http://linked.open...UplatneniVysledku	2009
http://linked.open...iv/tvurceVysledku	Bobál, Vladimír Chalupa, Petr Novák, Jakub
http://linked.open...vavai/riv/typAkce	WRD - Světová
http://linked.open.../riv/zahajeniAkce	2009-06-12 (xsd:date)
number of pages	6 (xsd:int)
http://purl.org/ne...btex#hasPublisher	ECMS Sp.
https://schema.org/isbn	978-0-9553018-8-9
http://localhost/t...ganizacniJednotka	28140

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