20.500.12556/RUL-160659 Zasnova metode za napovedovanje obrabe orodja v odrezovalnih procesih Design of a method for predicting tool wear in machining processes V diplomski nalogi je obravnavan problem napovedovanja obrabe orodij v odrezovalnih procesih, kar je ključno za spremljanje in izboljšanje kakovosti proizvodnje. Predstavljena je metodologija uporabe metode Support Vector Regression (SVR) za natančno napovedovanje obrabe orodij na podlagi večsenzorskih podatkov. Eksperimentalni del naloge vključuje izvedbo testiranj, kjer so bile merjene rezalne in podajalne sile ter obraba orodja. Rezultati so pokazali, da metoda SVR omogoča zanesljive napovedi, kar pripomore k boljšemu razumevanju in spremljanju obrabe orodij med proizvodnim procesom. This thesis addresses the problem of predicting tool wear in machining processes, which is crucial for monitoring and improving production quality. The methodology of using Support Vector Regression (SVR) to accurately predict tool wear based on multi-sensor data is presented. The experimental part of the thesis includes conducting tests where cutting and feed forces, as well as tool wear, were measured. The results showed that the SVR method provides reliable predictions, contributing to better understanding and monitoring of tool wear during the production process. obraba orodja odrezovalni procesi strojno učenje Support Vector Regression napovedovanje večsenzorski podatki toolwear maschining processes maschine learning Support Vector Regression prediction multi-sensor data true false false Slovenski jezik Angleški jezik Zaključna naloga 2024-09-03 08:30:40 2024-09-03 08:30:48 2024-11-15 08:59:34 0000-00-00 00:00:00 2024 0 0 XIII, 57 f. 2024 0000-00-00 NiDoloceno NiDoloceno NiDoloceno 0000-00-00 0000-00-00 0000-00-00 621.9:539.375.6:531.78(043.2) 265023 214969347 35367.pdf 35367.pdf 1 0FFCAD720B53FA213A84CEC498009116 e02a292d330d882cc8df60e6a4b1418aa3821c539247b9dd15d4c898b8cb48d1 d4ed5a1d-69bd-11ef-8f74-0050569b8976 https://repozitorij.uni-lj.si/Dokument.php?lang=slv&id=189410 Fakulteta za strojništvo 0 0 0