One Problem, One Solution: Unifying Robot Design and Cell Layout Optimization

October 14, 2024·
Jan Baumgärtner
Jan Baumgärtner
,
Alexander Puchta
,
Jürgen Fleischer
· 0 min read
Abstract
The task-specific optimization of robotic systems has since the inception of the field been divided into the optimization of the robot and the optimization of the layout of its workstations. In this letter, we argue that these two problems are interdependent and should be treated as such. To this end, we present a unified problem formulation that enables for the simultaneous optimization of both the robot kinematics and the workstation layout. We demonstrate the effectiveness of our approach by jointly optimizing a robotic milling system. To compare our approach to the state of the art, we optimize the robot’s kinematics and layout separately. The results show that our approach outperforms the state of the art and that simultaneous optimization leads to up to eight times better solutions.
Type
Publication
In 2024 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), pp. 2292-2298
publications
Jan Baumgärtner
Authors
Head of Research Industrial Robotics & Scientific Coordinator of CRC 1574
Hi I am Jan! I am a researcher working at the intersection of robotics and manufacturing. My work focuses on intelligent robotic manufacturing systems, where reconfigurable hardware and autonomous reasoning systems meet to enable autonomous and circular production. I also coordinate the Industrial Robotics research at wbk Institute of Production Science, KIT, as well as the Collaborative Research Centre 1574 Circular Factory for the Perpetual Innovative Product.