machine-learning-for-camera-based-monitoring-of-laser-welding-processes.pdf
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...
| Γλώσσα: | English |
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| Έκδοση: |
KIT Scientific Publishing
2024
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| Διαθέσιμο Online: | https://doi.org/10.5445/KSP/1000164716 |
| Περίληψη: | 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. |
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