Klasifikacija navika vozača strojnim učenjem

undergraduate thesis

• Title (english): Classification of driver habits with machine learning
• Author: Matej Galić
• Mentor: Vinko Lešić (mentor)
• Committee member: Vinko Lešić (član povjerenstva)
• Committee member: Filip Vrbanc (član povjerenstva)
• Committee member: Mihael Jakšić (član povjerenstva)
• Granter: University of Zagreb; Faculty of Electrical Engineering and Computing; Zagreb
• Defense date and country: 2024-07-04, Croatia
• Scientific / art field, discipline and subdiscipline: TECHNICAL SCIENCES; Computing

Abstract

Ovaj rad istražuje primjenu strojnog učenja za klasifikaciju stilova vožnje vozača. Korištenjem algoritma ID3, prikupljeni podaci iz GPS-a, akcelerometra i žiroskopa analizirani su kako bi se identificirali ekološki, udobni i sportski stilovi vožnje. Rezultati pokazuju da je moguće smanjiti potrošnju goriva i emisije stakleničkih plinova optimizacijom vozačkih navika. Daljnja istraživanja mogla bi unaprijediti točnost modela i proširiti njegovu primjenu u autoindustriji i transportu.

Abstract (english)

This thesis explores the application of machine learning for classifying driving styles. Using the ID3 algorithm, data collected from GPS, accelerometer, and gyroscope were analyzed to identify eco-friendly, comfortable, and sporty driving styles. The results indicate that optimizing driving habits can reduce fuel consumption and greenhouse gas emissions. Further research could improve the model's accuracy and expand its application in the automotive and transportation industries.

• Keywords: klasifikacija navika vozača; strojno učenje; ID3 algoritam; GPS; akcelerometar; žiroskop; modeli
• Keywords (english): classification of driver habits; machine learning; ID3 algoritam; GPS; accelerometer; gyroscope; models
• Language: croatian
• URN:NBN: urn:nbn:hr:168:933044
• 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: Open access
• Created on: 2024-10-12 20:37:10