@Book{1885789890, author="Hartung, Julia", title="Machine Learning for Camera-Based Monitoring of Laser Welding Processes", series="Forschungsberichte aus der Industriellen Informationstechnik", year="2024", publisher="KIT Scientific Publishing", address="[Erscheinungsort nicht ermittelbar]", keywords="Electrical engineering; CNN; stacked dilated U-Net; semantic segmentation; hairpin technology; laser welding; quality assurance; machine learning; Qualit{\"a}tssicherung; semantische Segmentierung; Hairpin Technologie; Laserschwei{\ss}en; Maschinelles Lernen; K{\"u}nstliche Intelligenz", abstract="The increasing use of automated laser welding processes causes high demands on process monitoring. This work demonstrates methods that use a camera mounted on the focussing optics to perform pre-, in-, and post-process monitoring of welding processes. The implementation uses machine learning methods. All algorithms consider the integration into industrial processes. These challenges include a small database, limited industrial manufacturing inference hardware, and user acceptance", note="English", url="https://directory.doabooks.org/handle/20.500.12854/135794", language="Undetermined language" }