Machine Learning for Camera-Based Monitoring of Laser Welding Processes
Dissertations in Series (Dissertationen in Schriftenreihe)
| dc.contributor.author | Hartung, Julia | |
| dc.date.accessioned | 2024-03-18T13:31:49Z | |
| dc.date.available | 2024-03-18T13:31:49Z | |
| dc.date.issued | 2024 | |
| dc.identifier.uri | https://library.oapen.org/handle/20.500.12657/88624 | |
| dc.description.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. | en_US |
| dc.language | English | en_US |
| dc.relation.ispartofseries | Forschungsberichte aus der Industriellen Informationstechnik | en_US |
| dc.subject.classification | thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes::TH Energy technology and engineering::THR Electrical engineering | en_US |
| dc.subject.other | 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 | en_US |
| dc.title | Machine Learning for Camera-Based Monitoring of Laser Welding Processes | en_US |
| dc.type | book | |
| oapen.identifier.doi | 10.5445/KSP/1000164716 | en_US |
| oapen.relation.isPublishedBy | 44e29711-8d53-496b-85cc-3d10c9469be9 | en_US |
| oapen.series.number | 32 | en_US |
| oapen.pages | 258 | en_US |
| peerreview.anonymity | All identities known | |
| peerreview.id | 51a542ec-eaeb-47c2-861d-6022e981a97a | |
| peerreview.open.review | No | |
| peerreview.publish.responsibility | Books or series editor | |
| peerreview.review.stage | Pre-publication | |
| peerreview.review.type | Full text | |
| peerreview.reviewer.type | Editorial board member | |
| peerreview.reviewer.type | External peer reviewer | |
| peerreview.title | Dissertations in Series (Dissertationen in Schriftenreihe) |
