20.500.12556/RUL-158918 Krmiljenje prenosnika toplote z uporabo strojnega učenja Controlling a heat exchanger using machine learning V diplomski nalogi smo obravnavali problem krmiljenja temperature v prenosniku toplote, ki se uporablja v farmacevtski industriji. Obstoječi krmilni sistem temelji na tradicionalnih metodah in ima številne možnosti za izboljšave. Metodologija vključuje strojno in programsko opremo, kjer sta ključni metodi napovedno krmiljenje in uporaba transparentne tehnike strojnega učenja – odločitvenega drevesa, ki se jo uporabi za generiranje napovednega modela za potrebe napovednega krmiljenja. Z rezultati smo dokazali, kako s pomočjo zbranih podatkov in uporabo strojnega učenja naučiti napovedni model in ga transparentno integrirati v krmilni sistem, ki temelji na programabilnem logičnem krmilniku. In this thesis, we address the problem of temperature control in a heat exchanger used in the pharmaceutical industry. The existing control system is based on traditional methods and has many possibilities for improvement. The methodology includes hardware and software, where the key methods are predictive control and the use of a transparent machine learning technique - a decision tree, which is used to generate a predictive model for predictive control purposes. The results demonstrate how to learn a predictive model using the collected data and machine learning algorithm and transparently integrate the trained predictive model into a control system based on a programmable logic controller. krmiljenje programirljivi logični krmilniki strojno učenje napovedno krmiljenje prenosnik toplote control programmable logic controllers machine learning predictive control heat exchanger true false false [A. Strehar] Slovenski jezik Angleški jezik Diplomsko delo/naloga 2024-06-22 08:30:48 2024-06-22 08:30:49 2024-07-25 09:54:49 0000-00-00 00:00:00 2024 0 Ljubljana 0 XX, 50 str. 0000-00-00 NiDoloceno NiDoloceno NiDoloceno 0000-00-00 0000-00-00 0000-00-00 536:629.062:661.12:004.85(043.2) 260605 202757123 33375.pdf 33375.pdf 1 AB4994B71761B374585837D665D449B0 97b2f9209dc5957901c7b7f03287f921b09f2840f52db04f496c580454cf4767 f7cd68ca-3060-11ef-b386-0050569b8976 https://repozitorij.uni-lj.si/Dokument.php?lang=slv&id=186649 Fakulteta za strojništvo 0 0 0