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Title:Razvoj in implementacija univerzalnega naprednega regulacijskega sistema z uporabo mehke logike v okolju TIA Portal
Authors:ID Pejovnik, Vid (Author)
ID Muškinja, Nenad (Mentor) More about this mentor... New window
Files:.pdf MAG_Pejovnik_Vid_2025.pdf (12,87 MB)
MD5: AC176BA6F383C6B9B2EA1831B555391A
 
Language:Slovenian
Work type:Master's thesis/paper
Typology:2.09 - Master's Thesis
Organization:FERI - Faculty of Electrical Engineering and Computer Science
Abstract:Magistrsko delo obsega razvoj univerzalnega funkcijskega bloka mehke logike, implementiranega v programskem jeziku SCL znotraj razvojnega okolja TIA Portal. Vzpostavljen je vmesnik za prenos podatkov med TIA Portalom, Matlabom in Pythonom, kar omogoča učinkovitejšo integracijo zunanjih sistemov z industrijskim krmilnikom. Izvedena je primerjava klasičnega PID regulatorja, regulatorja mehke logike in adaptivnega sistema ANFIS na realnem modelu. Prikazani rezultati kažejo, da razviti mehki regulator omogoča hitrejšo odzivnost, večjo natančnost in boljšo prilagodljivost v primerjavi s PID regulatorjem z nastavljivimi parametri. Razvit regulator predstavlja trdno osnovo za nadaljnjo optimizacijo regulacijskih algoritmov in širšo implementacijo mehkih ter inteligentnih regulatorjev v industrijskih aplikacijah.
Keywords:PLC (programirljiv logični krmilnik), TIA Portal (portal za popolnoma integrirano avtomatizacijo), SCL (strukturirani nadzorni jezik), Mehka logika, ANFIS (prilagodljiv nevronsko-mehki inferenčni sistem)
Place of publishing:Maribor
Publisher:[V. Pejovnik]
Year of publishing:2025
PID:20.500.12556/DKUM-93812 New window
UDC:681.51:510.644.4(043.2)
COBISS.SI-ID:254178051 New window
Publication date in DKUM:04.09.2025
Views:253
Downloads:109
Metadata:XML DC-XML DC-RDF
Categories:KTFMB - FERI
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Licences

License:CC BY-NC-SA 4.0, Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International
Link:http://creativecommons.org/licenses/by-nc-sa/4.0/
Description:A Creative Commons license that bans commercial use and requires the user to release any modified works under this license.
Licensing start date:22.07.2025

Secondary language

Language:English
Title:Development and implementation of a universal advanced control system using fuzzy logic in the TIA Portal software environment
Abstract:Master's thesis consists of development of universal fuzzy logic function block implemented in SCL programming language within TIA Portal development environment. Data transfer interface between TIA Portal, Matlab and Python is established, allowing more efficient integration of external systems with the industrial controller. Comparison of classical PID controller, fuzzy logic controller and adaptive ANFIS system on realistic model is carried out. The results show that developed fuzzy controller provides faster response, higher accuracy and better adaptability compared to PID controller with adjustable parameters. Developed controller provides solid basis for further optimisation of control algorithms and wider implementation of soft and intelligent controllers in industrial applications.
Keywords:PLC (Programmable Logic Controller), TIA Portal (Totally Integrated Automation Portal), SCL (Structured Control Language), Fuzzy Logic, ANFIS (Adaptive Neuro-Fuzzy Inference System)


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