20.500.12556/DKUM-77785 Uporaba umetne nevronske mreže za klasifikacijo obrabljenosti orodja pri rezkanju diplomsko delo The use of artificial neural network for classification of tool wear in milling Diplomsko delo zajema reševanje problema klasifikacije obrabljenosti orodja pri rezkanju s pomočjo umetne inteligence. Namen dela je bil spoznati delovanje umetnih nevronskih mrež in postaviti arhitekturo ter optimizirati njeno delovanje. Za objektivno oceno sposobnosti napovedovanja postavljene nevronske mreže smo dobljene rezultate primerjali z rezultati, ki so bili dobljeni z metodo odločitvenih dreves. Rezultat dela je napovedovalni model z visoko stopnjo prilagojenosti na učnih in testnih podatkih, ki lahko v realnem času klasificira obrabljenost orodja. The diploma work deals with the classification of the tool wear during milling process by the use of artificial intelligence. The purpose of this work was to obtain knowledge of the neural networks, set up their architecture and optimize their operation. For an objective assessment of the abilities of artificial neural network, we compared the obtained results by the neural networks with the results obtained by the decision tree method. Result of the work is a prediction model with a high degree of adaptability to learning and test data, that can classify tool wear in real time. rezkanje klasifikacija obrabljenosti orodja strojno učenje umetna nevronska mreža odločitvena drevesa milling classification of tool wear machine learning artificial neural network decision trees true true false [Ž. Pudič] Slovenski jezik Angleški jezik Diplomsko delo/naloga 2020-09-14 23:00:37 2020-10-08 11:16:06 2022-08-09 17:11:57 2020-12-17 03:28:40 2020 0 Maribor 0 Maribor VII, 29 str. 0000-00-00 NiDoloceno NiDoloceno NiDoloceno 0000-00-00 0000-00-00 0000-00-00 004.8:[539.375.6:621.937](043.2) 42828547 URN:SI:UM:DK:O3JT3UKU UN_Pudic_Zan_2020.pdf UN_Pudic_Zan_2020.pdf 1 5265C22DD4AF5B2676EA0122AF619273 59180dea0fad11a33c0879014e2a9a0c371c727f3abce8cbcb5e37e8a2c6323a eb02e53f-7c11-11eb-bb7a-00155d0001ca 20.500.12556/dkum/8763f303-8bb4-47af-ae52-b9ff448f1c1a https://dk.um.si/Dokument.php?lang=slv&id=146649 Fakulteta za strojništvo 0 0 0