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  4. Intuitive toolpath planning in computer-aided manufacturing systems using artificial intelligence in a virtual reality environment
 
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October 9, 2024
Journal Article
Title

Intuitive toolpath planning in computer-aided manufacturing systems using artificial intelligence in a virtual reality environment

Abstract
CAM systems are widely used in many key industries and are essential for many machining processes such as 5-axis milling. For toolpath planning, state-of-the-art CAM systems require the user to enter many abstract parameters, making these systems difficult to use. This paper presents a more intuitive approach to toolpath planning. The approach uses convolutional neural networks to interpret user gestures in a virtual reality environment and predicts the values of the aforementioned parameters. The results show that many of these parameters can be extracted from user gestures with high accuracy, which can be used to greatly simplify toolpath planning.
Author(s)
Damtew, Lionel  orcid-logo
Fraunhofer-Institut für Produktionstechnologie IPT  
Ganser, Philipp  
Fraunhofer-Institut für Produktionstechnologie IPT  
Venek, Tommy  
Fraunhofer-Institut für Produktionstechnologie IPT  
Bergs, Thomas  
Fraunhofer-Institut für Produktionstechnologie IPT  
Journal
Procedia CIRP  
Conference
Conference on Intelligent Computation in Manufacturing Engineering 2023  
Open Access
File(s)
Download (704.19 KB)
Rights
CC BY-NC-ND 4.0: Creative Commons Attribution-NonCommercial-NoDerivatives
DOI
10.1016/j.procir.2024.08.375
10.24406/publica-5453
Additional link
Full text
Language
English
Fraunhofer-Institut für Produktionstechnologie IPT  
Keyword(s)
  • Toolpath planning

  • Virtual reality

  • Artificial intelligence

  • Machine learning

  • Computer-aided manufacturing

  • Milling

  • 5-axis

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