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An Adaptive and Proactive Human-Aware Robot Guide

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Social Robotics (ICSR 2015)

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 9388))

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Abstract

In this paper we present a robotic system able to guide a person to a destination in a socially acceptable way. Our robot is able to estimate if the user is still actively following and react accordingly. This is achieved by stopping and waiting for the user or by changing the robot’s speed to adapt to his needs. We also investigate how the robot can influence a person’s behavior by changing its speed, to account for the urgency of the current task or for environmental stimulus, and by interacting with him when he stops following it. We base the planning model on Hierarchical Mixed Observability Markov Decision Processes to decompose the task in smaller subsets, simplifying the computation of a solution. Experimental results suggest the efficacy of our model.

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References

  1. Araya-López, M., Thomas, V., Buffet, O., Charpillet, F.: A closer look at MOMDPs. In: 2010 22nd IEEE International Conference on Tools with Artificial Intelligence (ICTAI), vol. 2, pp. 197–204. IEEE (2010)

    Google Scholar 

  2. Bratman, M.E.: Shared agency. In: Philosophy of the Social Sciences: Philosophical Theory and Scientific Practice, pp. 41–59 (2009)

    Google Scholar 

  3. Bratman, M.: Two faces of intention. Philosophical Review 93, 375–405 (1984)

    Article  Google Scholar 

  4. Clodic, A., Fleury, S., Alami, R., Chatila, R., Bailly, G., Brethes, L., Cottret, M., Danes, P., Dollat, X., Elisei, F., et al.: Rackham: an interactive robot-guide. In: The 15th IEEE International Symposium on Robot and Human Interactive Communication, ROMAN 2006, pp. 502–509. IEEE (2006)

    Google Scholar 

  5. Evers, V., Menezes, N., Merino, L., Gavrila, D., Nabais, F., Pantic, M., Alvito, P.: The development and real-world application of frog, the fun robotic outdoor guide. In: Proceedings of the Companion Publication of the 17th ACM Conference on Computer Supported Cooperative Work & Social Computing, pp. 281–284. ACM (2014)

    Google Scholar 

  6. Fiore, M., Clodic, A., Alami, R.: On planning and task achievement modalities for human-robot collaboration. In: The 2014 International Symposium on Experimental Robotics (2014)

    Google Scholar 

  7. Fong, T.W., Kunz, C., Hiatt, L., Bugajska, M.: The human-robot interaction operating system. In: 2006 Human-Robot Interaction Conference. ACM, March 2006

    Google Scholar 

  8. Garage, W.: The robot operating system (ROS) is a set of software libraries and tools that help you build robot applications. http://www.ros.org/

  9. Jensen, B., Tomatis, N., Mayor, L., Drygajlo, A., Siegwart, R.: Robots meet humans-interaction in public spaces. IEEE Transactions on Industrial Electronics 52(6), 1530–1546 (2005)

    Article  Google Scholar 

  10. Karami, A.B., Jeanpierre, L., Mouaddib, A.I.: Human-robot collaboration for a shared mission. In: 2010 5th ACM/IEEE International Conference on Human-Robot Interaction (HRI), pp. 155–156. IEEE (2010)

    Google Scholar 

  11. Koppula, H.S., Saxena, A.: Anticipating human activities using object affordances for reactive robotic response. Robotics: Science and Systems, Berlin (2013)

    Google Scholar 

  12. Kruse, T., Basili, P., Glasauer, S., Kirsch, A.: Legible robot navigation in the proximity of moving humans. In: 2012 IEEE Workshop on Advanced Robotics and its Social Impacts (ARSO), pp. 83–88, May 2012

    Google Scholar 

  13. Kruse, T., Pandey, A.K., Alami, R., Kirsch, A.: Human-aware robot navigation: A survey. Robotics and Autonomous Systems 61(12), 1726–1743 (2013)

    Article  Google Scholar 

  14. Marder-Eppstein, E.: move\(\_\)base, a ROS Package that lets you move a robot to desired positions using the navigation stack. http://wiki.ros.org/move_base

  15. Milliez, G., Warnier, M., Clodic, A., Alami, R.: A framework for endowing an interactive robot with reasoning capabilities about perspective-taking and belief management. In: The 23rd IEEE International Symposium on Robot and Human Interactive Communication, RO-MAN 2014, pp. 1103–1109, August 2014

    Google Scholar 

  16. Pineau, J., Roy, N., Thrun, S.: A hierarchical approach to POMDP planning and execution. In: Workshop on Hierarchy and Memory in Reinforcement Learning (ICML), vol. 65, p. 51 (2001)

    Google Scholar 

  17. Rashed, M.G., Suzuki, R., Lam, A., Kobayashi, Y., Kuno, Y.: Toward museum guide robots proactively initiating interaction with humans. In: Proceedings of the Tenth Annual ACM/IEEE International Conference on Human-Robot Interaction Extended Abstracts, pp. 1–2. ACM (2015)

    Google Scholar 

  18. Rios-Martinez, J., Spalanzani, A., Laugier, C.: From Proxemics Theory to Socially-Aware Navigation: A Survey. International Journal of Social Robotics 7(2), 137–153 (2014)

    Article  Google Scholar 

  19. Samejima, I., Nihei, Y., Hatao, N., Kagami, S., Mizoguchi, H., Takemura, H., Osaki, A.: Building environmental maps of human activity for a mobile service robot at the miraikan museum. In: Field and Service Robotics, pp. 409–422. Springer (2015)

    Google Scholar 

  20. Sebanz, N., Bekkering, H., Knoblich, G.: Joint action: bodies and minds moving together. Trends in Cognitive Sciences 10(2), 70–76 (2006)

    Article  Google Scholar 

  21. Sisbot, E., Marin-Urias, L., Alami, R., Simeon, T.: A human aware mobile robot motion planner. IEEE Transactions on Robotics 23(5), 874–883 (2007)

    Article  Google Scholar 

  22. Thrun, S., Beetz, M., Bennewitz, M., Burgard, W., Cremers, A.B., Dellaert, F., Fox, D., Haehnel, D., Rosenberg, C., Roy, N., et al.: Probabilistic algorithms and the interactive museum tour-guide robot minerva. The International Journal of Robotics Research 19(11), 972–999 (2000)

    Article  Google Scholar 

  23. Yousuf, M.A., Kobayashi, Y., Kuno, Y., Yamazaki, A., Yamazaki, K.: Development of a mobile museum guide robot that can configure spatial formation with visitors. In: Huang, D.-S., Jiang, C., Bevilacqua, V., Figueroa, J.C. (eds.) ICIC 2012. LNCS, vol. 7389, pp. 423–432. Springer, Heidelberg (2012)

    Chapter  Google Scholar 

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Correspondence to Michelangelo Fiore .

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Fiore, M., Khambhaita, H., Milliez, G., Alami, R. (2015). An Adaptive and Proactive Human-Aware Robot Guide. In: Tapus, A., André, E., Martin, JC., Ferland, F., Ammi, M. (eds) Social Robotics. ICSR 2015. Lecture Notes in Computer Science(), vol 9388. Springer, Cham. https://doi.org/10.1007/978-3-319-25554-5_20

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  • DOI: https://doi.org/10.1007/978-3-319-25554-5_20

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  • Online ISBN: 978-3-319-25554-5

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