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Title:Modelling dynamic systems with artificial neural networksand related methods
Authors:ID Kocijan, Juš (Author)
Files:.pdf 3_Modelling_Dynamic_Systems_koncna.pdf (4,32 MB)
MD5: E6D651C3E6BEF3AA17121740A4CBF845
 
URL http://www.ung.si/sl/zalozba/
 
Language:English
Work type:Higher education textbook
Typology:2.03 - Reviewed University, Higher Education or Higher Vocational Education Textbook
Organization:UNG - University of Nova Gorica
Abstract:Modelling Dynamic Systems with Artificial Neural Networks and Related Methods can be used as a textbook for the field it covers or as an introductory textbook for more advanced literature in the field. The textbook comprises introduction to artificial neural networks, identification of linear and nonlinear dynamic systems, control with artificial neural networks, local-model networks and blended multiple-model systems, design of gain-scheduling control and identification of nonlinear systems with Gaussian processes. It is intended for undergraduate students, especially at the postgraduate level, who have sufficient knowledge in dynamic systems, as well as for professionals who wish to familiarise themselves with the concepts and views described. The textbook is not intended to be a detailed theoretically based description of the subject, but rather an overview of the field of identification of dynamic systems with neural networks and related methods from the perspective of systems theory and, in particular, its application. The work is intended to inform the reader about the views on this subject, which are related but treated very differently.
Keywords:umetne nevronske mreže, dinamični sistemi, nevronske mreže
Place of publishing:Nova Gorica
Place of performance:Nova Gorica
Publisher:University of Nova Gorica Press
Year of publishing:2023
Year of performance:2023
Number of pages:1 spletni vir (1 datoteka PDF (4, 89 str.))
PID:20.500.12556/RUNG-8014 New window
COBISS.SI-ID:140589315 New window
ISBN:978-961-7025-29-3
UDC:681.5.033:004.032.26(075.8)(0.034.2)
NUK URN:URN:SI:UNG:REP:W3FEJPBI
Publication date in RUNG:03.03.2023
Views:2669
Downloads:33
Metadata:XML DC-XML DC-RDF
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KOCIJAN, Juš, 2023, Modelling dynamic systems with artificial neural networksand related methods [online]. Reviewed University, Higher Education or Higher Vocational Education Textbook. Nova Gorica : University of Nova Gorica Press. [Accessed 4 April 2025]. ISBN 978-961-7025-29-3. Retrieved from: https://repozitorij.ung.si/IzpisGradiva.php?lang=eng&id=8014
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License:CC BY-NC 4.0, Creative Commons Attribution-NonCommercial 4.0 International
Link:http://creativecommons.org/licenses/by-nc/4.0/
Description:A creative commons license that bans commercial use, but the users don’t have to license their derivative works on the same terms.
Licensing start date:03.03.2023

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