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Erschienen in: e & i Elektrotechnik und Informationstechnik 6/2017

06.09.2017 | Originalarbeit

Skill-based learning of an assembly process

verfasst von: Sharath Chandra Akkaladevi, Matthias Plasch, Andreas Pichler

Erschienen in: e+i Elektrotechnik und Informationstechnik | Ausgabe 6/2017

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Abstract

In an era of transformation in manufacturing demographics from mass production to mass customization, advances on human-robot interaction in industries have taken many forms. However, the aim of reducing the amount of programming required by an expert using natural modes of communication is still an open topic. In this paper, we present a platform and a learning framework for human robot cooperation, called XRob. XRob is based on task-based formalism and allows building applications of human robot interactions in an intuitive way. And it enables the user to pursue different levels of shared autonomy between human and robot. The learning framework showcases that it is able to learn a complicated human robot cooperative assembly process and is intuitive to the user.

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Literatur
1.
Zurück zum Zitat Pedersen, M. R., et al. (2016): Robot skills for manufacturing: from concept to industrial deployment. Robot. Comput.-Integr. Manuf., 37, 282–291. CrossRef Pedersen, M. R., et al. (2016): Robot skills for manufacturing: from concept to industrial deployment. Robot. Comput.-Integr. Manuf., 37, 282–291. CrossRef
2.
Zurück zum Zitat euRobotics (2013): Robitcs 2020 strategic research agenda for robotics in Europe. euRobotics (2013): Robitcs 2020 strategic research agenda for robotics in Europe.
3.
Zurück zum Zitat Nicolescu, M. N., et al. (2003): Natural methods for robot task learning: instructive demonstrations, generalization and practice. In Proceedings of the second international joint conference on autonomous agents and multiagent systems. Nicolescu, M. N., et al. (2003): Natural methods for robot task learning: instructive demonstrations, generalization and practice. In Proceedings of the second international joint conference on autonomous agents and multiagent systems.
4.
Zurück zum Zitat Finkemeyer, B., Kröger, T., Wahl, F. M. (2005): Executing assembly tasks specified by manipulation primitive nets. Adv. Robot., 19, 591–611. CrossRef Finkemeyer, B., Kröger, T., Wahl, F. M. (2005): Executing assembly tasks specified by manipulation primitive nets. Adv. Robot., 19, 591–611. CrossRef
5.
Zurück zum Zitat Bruyninckx, H., De Schutter, J. (1996): Specification of force-controlled actions in the task frame formalism—a synthesis. IEEE Trans. Robot. Autom., 12, 581–589. CrossRef Bruyninckx, H., De Schutter, J. (1996): Specification of force-controlled actions in the task frame formalism—a synthesis. IEEE Trans. Robot. Autom., 12, 581–589. CrossRef
6.
Zurück zum Zitat Mosemann, H., Wahl, F. M. (2001): Automatic decomposition of planned assembly sequences into skill primitives. IEEE Trans. Robot. Autom., 17, 709–718. CrossRef Mosemann, H., Wahl, F. M. (2001): Automatic decomposition of planned assembly sequences into skill primitives. IEEE Trans. Robot. Autom., 17, 709–718. CrossRef
7.
Zurück zum Zitat Steinmetz, F., Weitschat, R. (2016): Skill parametrization approaches and skill architecture for human-robot interaction. In 2016 IEEE international conference on automation science and engineering. Steinmetz, F., Weitschat, R. (2016): Skill parametrization approaches and skill architecture for human-robot interaction. In 2016 IEEE international conference on automation science and engineering.
8.
Zurück zum Zitat Pedersen, M. R., Krüger, V. (2015): Automated planning of industrial logistics on a skill-equipped robot. In IROS 2015 workshop task planning for intelligent robots in service and manufacturing, Hamburg, Germany. Pedersen, M. R., Krüger, V. (2015): Automated planning of industrial logistics on a skill-equipped robot. In IROS 2015 workshop task planning for intelligent robots in service and manufacturing, Hamburg, Germany.
9.
Zurück zum Zitat Ko, W. K. H., Wu, Y., Tee, K. P., Buchli, J. (2015): Towards industrial robot learning from demonstration. In Proceedings of the 3rd international conference on human-agent interaction. Ko, W. K. H., Wu, Y., Tee, K. P., Buchli, J. (2015): Towards industrial robot learning from demonstration. In Proceedings of the 3rd international conference on human-agent interaction.
10.
Zurück zum Zitat Stenmark, M., Topp, E. A. (2016): From demonstrations to skills for high-level programming of industrial robots. In 2016 AAAI fall symposium series. Stenmark, M., Topp, E. A. (2016): From demonstrations to skills for high-level programming of industrial robots. In 2016 AAAI fall symposium series.
11.
Zurück zum Zitat Huber, A., Weiss, A., Minichberger, J., Ikeda, M. (2016): First application of robot teaching in an existing industry 4.0-environment. Does it really work? Societies. Huber, A., Weiss, A., Minichberger, J., Ikeda, M. (2016): First application of robot teaching in an existing industry 4.0-environment. Does it really work? Societies.
12.
Zurück zum Zitat Pichler, A., Akkaladevi, S. C., et al. (2017): Towards shared autonomy for robotic tasks in manufacturing. In Proc. FAIM 2017, Modena, Italy. Pichler, A., Akkaladevi, S. C., et al. (2017): Towards shared autonomy for robotic tasks in manufacturing. In Proc. FAIM 2017, Modena, Italy.
13.
Zurück zum Zitat DIN EN ISO 10218-1 (2012): Industrieroboter – Sicherheitsanforderungen – Teil 1: Roboter. Berlin: Beuth. DIN EN ISO 10218-1 (2012): Industrieroboter – Sicherheitsanforderungen – Teil 1: Roboter. Berlin: Beuth.
Metadaten
Titel
Skill-based learning of an assembly process
verfasst von
Sharath Chandra Akkaladevi
Matthias Plasch
Andreas Pichler
Publikationsdatum
06.09.2017
Verlag
Springer Vienna
Erschienen in
e+i Elektrotechnik und Informationstechnik / Ausgabe 6/2017
Print ISSN: 0932-383X
Elektronische ISSN: 1613-7620
DOI
https://doi.org/10.1007/s00502-017-0514-2

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