Local Model Networks for Modelling and Predictive Control of Nonlinear Systems
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F70883521%3A28140%2F09%3A63508771" target="_blank" >RIV/70883521:28140/09:63508771 - isvavai.cz</a>
Result on the web
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DOI - Digital Object Identifier
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Alternative languages
Result language
angličtina
Original language name
Local Model Networks for Modelling and Predictive Control of Nonlinear Systems
Original language 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 connectedusing 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 ina control of model of a heat exchanger.
Czech name
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Czech description
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Classification
Type
D - Article in proceedings
CEP classification
BC - Theory and management systems
OECD FORD branch
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Result continuities
Project
<a href="/en/project/GP102%2F09%2FP243" target="_blank" >GP102/09/P243: Nonlinear System Predictive Control using Local Model Networks</a><br>
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)
Others
Publication year
2009
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
23rd European Conference on Modelling and Simulation
ISBN
978-0-9553018-8-9
ISSN
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e-ISSN
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Number of pages
6
Pages from-to
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Publisher name
ECMS Sp.
Place of publication
Madrid
Event location
Madrid, Spain
Event date
Jun 12, 2009
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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