Prepoznavanje neispravnih lemnih spojeva upotrebom strojnog učenja

undergraduate thesis

• Title (english): Detecting Soldering Defects by Machine Learning
• Author: Dominik Domović
• Mentor: Vladimir Čeperić (mentor)
• Committee member: Vladimir Čeperić (predsjednik povjerenstva)
• Committee member: Ivan Filković (član povjerenstva)
• Committee member: Marko Magerl (član povjerenstva)
• Granter: University of Zagreb; Faculty of Electrical Engineering and Computing; Zagreb
• Defense date and country: 2017-07-12, Croatia
• Scientific / art field, discipline and subdiscipline: TECHNICAL SCIENCES; Computing

Abstract

Ovaj rad je objasnio ideju umjetnih neuronskih mreža i njihovu primjenu, fokusirajući se na konvolucijske neuronske mreže. Razvijena je jednostavna implementacija konvolucijske mreže, koja je trenirana na skupu podataka od 305 sličica lemnih spojeva. Opisan je postupak izvođenja programa i analizirani su dobiveni rezultati. Zaključeno je da je naučena mreža uspješno obavila svoju namjenu, rezultirajući s visokim postotkom točnog predviđanja.

Abstract (english)

This work has explained the idea of artificial neural networks and their application, focusing on convolutional neural networks. A simple implementation of a convolutional network has been developed, which has been trained on a dataset of 305 images of solder joints. The process of program staging has been explained and the computed data has been analyzed. The trained network was successful in detecting soldering defects, resulting in high percentage of correct predictions.

• Keywords: umjetna neuronska mreža; konvolucijska neuronska mreža; neuron; strojno učenje; računalni vid; klasifikacija objekta
• Keywords (english): artificial neural network; convolutional neural network; neuron; machine learning; computer vision; object classification
• Language: croatian
• URN:NBN: urn:nbn:hr:168:160450
• Study programme: Title: Computing; Study programme type: university; Study level: undergraduate; Academic / professional title: sveučilišni/a prvostupnik/ prvostupnica (baccalaureus/baccalaurea) inženjer/inženjerka računarstva (sveučilišni/a prvostupnik/ prvostupnica (baccalaureus/baccalaurea) inženjer/inženjerka računarstva)
• Type of resource: Text
• File origin: Born digital
• Access conditions: Closed access
• Created on: 2019-03-13 19:58:16