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  4. Rule-based one-shot object tracking for NC-robots under consideration of energy consumption
 
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2026
Journal Article
Title

Rule-based one-shot object tracking for NC-robots under consideration of energy consumption

Abstract
In order to become climate neutral, significant energy savings must be achieved in European factories while preserving the economic strength. Simultaneously, new technologies are needed to enable the transition from mass production to mass customization. Cognitive robotics is a key component of this proposition to recognize the environment and dynamically adapt manufacturing behavior. The present paper discusses and evaluates a developed position control for tracking operation of NC-robots based on 2D image processing using ECC algorithm. This approach based on one-shot learning in combination with continuous movement of NC-robots allows to reduce cycle time, respectively energy consumption. Finally, the benefits of the proposed solutions are extended to on-the-fly assembly processes.
Author(s)
Löser, Rico  orcid-logo
Fraunhofer-Institut für Werkzeugmaschinen und Umformtechnik IWU  
Gjakova, Leutrim  orcid-logo
Fraunhofer-Institut für Werkzeugmaschinen und Umformtechnik IWU  
Schumann, Marco  
Fraunhofer-Institut für Werkzeugmaschinen und Umformtechnik IWU  
Klimant, Philipp  
Fraunhofer-Institut für Werkzeugmaschinen und Umformtechnik IWU  
Dix, Martin  
Fraunhofer-Institut für Werkzeugmaschinen und Umformtechnik IWU  
Gu, Yunqi
Hochschule für angewandte Wissenschaften München  
Otto, Ruth Maria
Hochschule für angewandte Wissenschaften München  
Journal
Procedia CIRP  
Conference
Conference on Intelligent Computation in Manufacturing Engineering 2024  
Open Access
File(s)
Download (955.3 KB)
Rights
CC BY-NC-ND 4.0: Creative Commons Attribution-NonCommercial-NoDerivatives
DOI
10.1016/j.procir.2026.01.046
10.24406/publica-7518
Additional link
Full text
Language
English
Fraunhofer-Institut für Werkzeugmaschinen und Umformtechnik IWU  
Fraunhofer Group
Fraunhofer-Verbund Produktion  
Keyword(s)
  • Tracking

  • ECC (Enhanced Correlation Coefficient)

  • Visual Servoing

  • Autonomous Robotics

  • One Shot Learning

  • On-The-Fly Assembly

  • 2D Image Processing

  • Green

  • Sustainable & Resource Efficient Manufacturing

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