Machine Learning for Camera-Based Monitoring of Laser Welding Processes

• Ngôn ngữ: eng
• ISBN: KSP/1000164716
• Thông tin xuất bản: KIT Scientific Publishing, 2024
• Mô tả vật lý: 1 online resource (258 p.)
• Bộ sưu tập: Tài liệu truy cập mở
• ID: 461429
• Chủ đề: 1. CNN; 2. stacked dilated U-Net; 3. semantic segmentation; 4. hairpin technology; 5. laser welding; 6. quality assurance; 7. machine learning; 8. Qualitätssicherung; 9. semantische Segmentierung; 10. Hairpin Technologie; 11. Laserschweißen; 12. Maschinelles Lernen; 13. Künstliche Intelligenz; 14. Electrical engineering

Tóm tắt

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.