Reduction in robotic arm energy consumption by particle swarm optimization
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Abstract
Featured Application: Proposed method can improve efficiency of non-technological movements
of robotic manipulator. This has a wide range of use in the industry, where robot provides traverse
between different technological operations.
Abstract: Improved energy usage efficiency is a common goal for economic and environmental
reasons. In this manuscript, we present a new approach for the execution of a point-to-point robot
motion. The energy efficiency of an industrial or collaborative robot is increased by the reduction
of the energy consumption during nontechnological, path-independent movements. The novel
trajectory generation method relies on particle swarm optimization with a Bezier curve interpolator.
We present the effectiveness of the algorithm on several chosen trajectories, where the best result
yields up to 40% energy saving, while the worst is still at least 10%. We verified the results of our
method by real-world tests on a UR3 robotic arm.
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energy efficiency, manipulators, particle swarm optimization, robot motion, trajectory optimization
Citation
Applied Sciences. 2020, vol. 10, issue 22, art. no. 8241.
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Publikační činnost VŠB-TUO ve Web of Science / Publications of VŠB-TUO in Web of Science
OpenAIRE
Publikační činnost IT4Innovations / Publications of IT4Innovations (9600)
Publikační činnost Katedry informatiky / Publications of Department of Computer Science (460)
Publikační činnost Katedry robotiky / Publications of Department of Robotics (354)
Články z časopisů s impakt faktorem / Articles from Impact Factor Journals
OpenAIRE
Publikační činnost IT4Innovations / Publications of IT4Innovations (9600)
Publikační činnost Katedry informatiky / Publications of Department of Computer Science (460)
Publikační činnost Katedry robotiky / Publications of Department of Robotics (354)
Články z časopisů s impakt faktorem / Articles from Impact Factor Journals