Verbesserungen beim Laserschneiden mit Methoden des maschinellen Lernens

By: Material type: ArticleArticleLanguage: German Publication details: Karlsruhe KIT Scientific Publishing 2022Description: 1 electronic resource (234 p.)ISBN:
  • KSP/1000137690
  • 9783731511281
Subject(s): Online resources: Summary: Although laser cutting of metals is a well-established process, there is considerable potential for improvement with regard to various requirements for the manufacturing industry. First, this potential is identified and then it is shown how improvements could be made using machine learning. For this purpose, a database was generated. It contains the process parameters, RGB images, 3D point clouds and various quality features of almost 4000 cut edges.
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Although laser cutting of metals is a well-established process, there is considerable potential for improvement with regard to various requirements for the manufacturing industry. First, this potential is identified and then it is shown how improvements could be made using machine learning. For this purpose, a database was generated. It contains the process parameters, RGB images, 3D point clouds and various quality features of almost 4000 cut edges.

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