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2019 | OriginalPaper | Chapter

Exposing Robot Learning to Students in Augmented Reality Experience

Authors : Igor Verner, Michael Reitman, Dan Cuperman, Toria Yan, Eldad Finkelstein, Tal Romm

Published in: Smart Industry & Smart Education

Publisher: Springer International Publishing

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Abstract

This paper considers a learning process in which the student teaches the robot new tasks, such as lifting unknown weights, via reinforcement learning procedure. Using CAD software, we ran virtual trials using the robot’s digital twin in place of physical robot trials. When performing the task, the robot measures and sends the value of the weight to an IoT controller implemented on the ThingWorx platform and receives parameters of the optimal posture found through the virtual trials. When we presented the robot learning process to high school students they had difficulty fully understanding the robot’s dynamics and selection of posture parameters. To address this difficulty, we developed an augmented reality interface which allows students to visualize robot postures on the digital twin and monitor the change in parameters (such as the center of gravity) measured by virtual sensors. The student can select a weightlifting posture and control the robot to implement it.

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Literature
1.
go back to reference Richert, A., Shehadeh, M., Plumanns, L., Grob, K., Schuster, K., and Sabina, J.: Educating engineers for Industry 4.0: virtual worlds and human-robot-teams. Empirical studies towards a new educational age. In: Proceedings of EDUCON, pp. 142–149 (2016) Richert, A., Shehadeh, M., Plumanns, L., Grob, K., Schuster, K., and Sabina, J.: Educating engineers for Industry 4.0: virtual worlds and human-robot-teams. Empirical studies towards a new educational age. In: Proceedings of EDUCON, pp. 142–149 (2016)
2.
go back to reference Porter, M.E., Heppelmann, J.E.: How smart, connected products are transforming competition. Harvard Bus. Rev. 92(11), 64–88 (2014) Porter, M.E., Heppelmann, J.E.: How smart, connected products are transforming competition. Harvard Bus. Rev. 92(11), 64–88 (2014)
3.
go back to reference Porter, M.E., Heppelmann, J.E.: How smart, connected products are transforming companies. Harvard Bus. Rev. 93(10), 96–114 (2015) Porter, M.E., Heppelmann, J.E.: How smart, connected products are transforming companies. Harvard Bus. Rev. 93(10), 96–114 (2015)
4.
go back to reference Kanda, T., Hirano, T., Eaton, D., Ishiguro, H.: Interactive robots as social partners and peer tutors for children: a field trial. Hum. Comput. Interact. 19(1), 61–84 (2004)CrossRef Kanda, T., Hirano, T., Eaton, D., Ishiguro, H.: Interactive robots as social partners and peer tutors for children: a field trial. Hum. Comput. Interact. 19(1), 61–84 (2004)CrossRef
5.
go back to reference Verner, I., Polishuk, A., Klein, Y., Cuperman, D., Mir, R.: A learning excellence program in a science museum as a pathway into robotics. Int. J. Eng. Educ. 28(3), 523–533 (2012) Verner, I., Polishuk, A., Klein, Y., Cuperman, D., Mir, R.: A learning excellence program in a science museum as a pathway into robotics. Int. J. Eng. Educ. 28(3), 523–533 (2012)
6.
go back to reference Arumugam, S., Kalle, R.K., Prasad, A.R.: Wireless robotics: opportunities and challenges. Wirel. Pers. Commun. 70(3), 1033–1058 (2013)CrossRef Arumugam, S., Kalle, R.K., Prasad, A.R.: Wireless robotics: opportunities and challenges. Wirel. Pers. Commun. 70(3), 1033–1058 (2013)CrossRef
7.
go back to reference Fiorella, L., Mayer, R.: The relative benefits of learning by teaching and teaching expectancy. Contemp. Educ. Psychol. 38, 281–288 (2013)CrossRef Fiorella, L., Mayer, R.: The relative benefits of learning by teaching and teaching expectancy. Contemp. Educ. Psychol. 38, 281–288 (2013)CrossRef
8.
go back to reference Okita, S.Y., Schwartz, D.L.: Learning by teaching human pupils and teachable agents: the importance of recursive feedback. J. Learn. Sci. 22(3), 375–412 (2013)CrossRef Okita, S.Y., Schwartz, D.L.: Learning by teaching human pupils and teachable agents: the importance of recursive feedback. J. Learn. Sci. 22(3), 375–412 (2013)CrossRef
9.
go back to reference Harada, K., Kajita, S., Saito, H., Morisawa, M., Kanehiro, F., Fujiwara, K., Kaneko, K., Hirukawa, H.: A humanoid robot carrying a heavy object. In: Proceedings of the IEEE International Conference on Robotics and Automation, pp. 1712–1717 (2005) Harada, K., Kajita, S., Saito, H., Morisawa, M., Kanehiro, F., Fujiwara, K., Kaneko, K., Hirukawa, H.: A humanoid robot carrying a heavy object. In: Proceedings of the IEEE International Conference on Robotics and Automation, pp. 1712–1717 (2005)
10.
go back to reference Arisumi, H., Miossec, S., Chardonnet, J.R., Yokoi, K.: Dynamic lifting by whole body motion of humanoid robots. In: IEEE/RSJ International Conference on Intelligent Robots and Systems, pp. 668–675 (2008) Arisumi, H., Miossec, S., Chardonnet, J.R., Yokoi, K.: Dynamic lifting by whole body motion of humanoid robots. In: IEEE/RSJ International Conference on Intelligent Robots and Systems, pp. 668–675 (2008)
11.
go back to reference Rosenstein, M.T., Barto, A.G., Van Emmerik, R.E.: Learning at the level of synergies for a robot weightlifter. Robot. Auton. Syst. 54(8), 706–717 (2006)CrossRef Rosenstein, M.T., Barto, A.G., Van Emmerik, R.E.: Learning at the level of synergies for a robot weightlifter. Robot. Auton. Syst. 54(8), 706–717 (2006)CrossRef
12.
go back to reference Ahlgren, D.J., Verner, I.M.: Socially responsible engineering education through assistive robotics projects: the RoboWaiter competition. Int. J. Social Robot. 5(1), 127–138 (2013)CrossRef Ahlgren, D.J., Verner, I.M.: Socially responsible engineering education through assistive robotics projects: the RoboWaiter competition. Int. J. Social Robot. 5(1), 127–138 (2013)CrossRef
13.
go back to reference Verner, I., Cuperman, D., Cuperman, A., Ahlgren, D., Petkovsek, S., Burca, V.: Humanoids at the Assistive Robot Competition RoboWaiter 2012. In: Robot Intelligence Technology and Applications 2012, pp. 763–774, Springer, Heidelberg (2013) Verner, I., Cuperman, D., Cuperman, A., Ahlgren, D., Petkovsek, S., Burca, V.: Humanoids at the Assistive Robot Competition RoboWaiter 2012. In: Robot Intelligence Technology and Applications 2012, pp. 763–774, Springer, Heidelberg (2013)
14.
go back to reference Verner, I., Cuperman, D., Krishnamachar, A., Green, S.: Learning with Learning Robots: A weight-lifting project. Robot Intelligence Technology and Applications, vol. 4, pp. 319–327. Springer, Berlin (2017)CrossRef Verner, I., Cuperman, D., Krishnamachar, A., Green, S.: Learning with Learning Robots: A weight-lifting project. Robot Intelligence Technology and Applications, vol. 4, pp. 319–327. Springer, Berlin (2017)CrossRef
15.
go back to reference Verner, I., Cuperman, D., Reitman, M.: Robot online learning to lift weights: a way to expose students to robotics and intelligent technologies. Int. J. Online Eng. 13(8), 174–182 (2017)CrossRef Verner, I., Cuperman, D., Reitman, M.: Robot online learning to lift weights: a way to expose students to robotics and intelligent technologies. Int. J. Online Eng. 13(8), 174–182 (2017)CrossRef
16.
go back to reference Porter, M.E., Heppelmann, J.E.: Why every organization needs an augmented reality strategy. Harvard Bus. Rev. 95(6), 46–57 (2017) Porter, M.E., Heppelmann, J.E.: Why every organization needs an augmented reality strategy. Harvard Bus. Rev. 95(6), 46–57 (2017)
Metadata
Title
Exposing Robot Learning to Students in Augmented Reality Experience
Authors
Igor Verner
Michael Reitman
Dan Cuperman
Toria Yan
Eldad Finkelstein
Tal Romm
Copyright Year
2019
DOI
https://doi.org/10.1007/978-3-319-95678-7_67

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