20.500.12556/DKUM-90540 Primerjava orodij za razvoj aplikacij za analizo in optimizacijo procesov v industriji Comparison of tools for developing applications for process analysis and optimization in industry Danes inženirji v industriji potrebujejo hitra in zmogljiva programska orodja, ki omogočajo enostavno analizo in modeliranje procesov. Močna razvojna orodja, kot sta MATLAB in SIMULINK, so sicer izjemno uporabna za raziskovalne in razvojne namene, vendar se v neposredni industrijski uporabi še vedno izkazujejo kot premalo praktična. Zato se vse bolj uveljavljajo programska orodja in algoritmi umetne inteligence. Eden izmed teh programskih paketov je CSense podjetja General Electric. CSense omogoča analizo delovanja procesov, identifikacijo vzrokov za izpade v proizvodnji, optimizacijo procesov in številne druge funkcije. V okviru te naloge je bil izveden zajem podatkov z uporabo kombinacije CSense in IFIX okolja, s čimer so bili podatki obdelani in analizirani z namenom izdelave digitalnega dvojčka procesa. Kasneje je bil ta model primerjan z modeli, izdelanimi v okolju MATLAB/SIMULINK. Analiza in primerjava orodij sta bili izvedeni na primeru destilacijskega procesa v Laboratoriju za procesno avtomatizacijo na Fakulteti za elektrotehniko, računalništvo in informatiko (FERI). Today, engineers in the industry need fast and powerful software tools that enable easy analysis and modeling of processes. Robust development tools such as MATLAB and SIMULINK are extremely useful for research and development purposes, but they are still impractical for direct industrial use. Therefore, software tools and artificial intelligence algorithms are increasingly being adopted. One such software package is CSense. CSense enables the analysis of process performance, identification of causes for production errors, process optimization, and many other functions. In this task, data acquisition was performed using a combination of CSense and IFIX environments, processed and analyzed to create a digital twin of the process. This model was later compared with models created in the MATLAB/SIMULINK environment. The analysis and comparison of tools were conducted on a distillation process in the Process Automation Laboratory at the Faculty of Electrical Engineering and Computer Science (FERI). industrijska avtomatizacija analiza procesov strojno učenje digitalni dvojčki CSense industrial automation process analysis machine learning digital twins CSENSE true true false [F. Kralj] Slovenski jezik Angleški jezik Magistrsko delo/naloga 2024-09-08 16:15:27 2024-10-22 16:06:28 2025-01-27 12:17:17 0000-00-00 00:00:00 2024 0 Maribor 0 0000-00-00 NiDoloceno NiDoloceno NiDoloceno 0000-00-00 0000-00-00 0000-00-00 681.5.012:004.8/.9(043.2) 224028163 MAG_Kralj_Filip_2024.pdf MAG_Kralj_Filip_2024.pdf 1 4585A5D448F17BDDB1F2E425D242425B a03dd2d290afa4223d91baf43e8b00335914ddc7c2fece699c5eb003ed9136c3 e7240a9c-6ec6-11ef-a573-00155d000105 https://dk.um.si/Dokument.php?lang=slv&id=184745 Fakulteta za elektrotehniko, računalništvo in informatiko 0 0 0