%0 Book
%T Machine Learning for Camera-Based Monitoring of Laser Welding Processes
%A Hartung, Julia
%S Forschungsberichte aus der Industriellen Informationstechnik
%D 2024
%I KIT Scientific Publishing
%C [Erscheinungsort nicht ermittelbar]
%G Undetermined language
%F 1885789890
%O English
%X 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
%K Electrical engineering
%K CNN; stacked dilated U-Net; semantic segmentation; hairpin technology; laser welding; quality assurance; machine learning; Qualitätssicherung; semantische Segmentierung; Hairpin Technologie; Laserschweißen; Maschinelles Lernen; Künstliche Intelligenz
%9 Text
%U https://directory.doabooks.org/handle/20.500.12854/135794