Abstract
Human-robot teamwork requires agents to pay attention to both surrounding environment and teammates. Bandwidth and computational limitations prevent an agent to continuously execute this monitoring activity. Inspired by the behavior of human beings, paying frequent attention to timers while approaching deadlines, we provide robots with general monitoring strategies based on attentional mechanisms, for filtering data and actively focusing only on relevant information. We consider a convoy task (led by a human or a robot) as a benchmark to evaluate and compare human and robot monitoring behaviors.
The research leading to these results has received funding from the EU FP7 as part of the project SAPHARI under grant 287513, and SHERPA under grant 600958.
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References
Breazeal, C., Kidd, C., Thomaz, A., Hoffman, G., Berlin, M.: Effects of nonverbal communication on efficiency and robustness in human-robot teamwork. In: Proc. of Intelligent Robots and Systems, IROS, pp. 708–713 (2005)
Goodrich, M.A., Schultz, A.C.: Human-robot interaction: A survey. Found. Trends Hum.-Comput. Interact. 1, 203–275 (2007)
Hoffman, G., Breazeal, C.: Collaboration in human-robot teams. In: Proc. of the AIAA 1st Intelligent Systems Technical Conference, Chicago, IL, USA (2004)
Sisbot, E., Alami, R.: A human-aware manipulation planner. IEEE Transactions on Robotics 28, 1045–1057 (2012)
Kaminka, G.A., Tambe, M.: Robust multi-agent teams via socially-attentive monitoring. Journal of Artificial Intelligence Research 12, 105–147 (2000)
Elmaliach, Y., Kaminka, G.A.: Robust multi-robot formations under human supervision and control. Journal of Physical Agents 2, 31–52 (2008)
Zheng, K., Glas, D., Kanda, T., Ishiguro, H., Hagita, N.: Supervisory control of multiple social robots for navigation. In: Proc. of 8th ACM/IEEE International Conference on Human-Robot Interaction, HRI, pp. 17–24 (2013)
Burattini, E., Finzi, A., Rossi, S., Staffa, M.: Monitoring strategies for adaptive periodic control in behavior-based robotic systems. In: Proc. of the 2009 Advanced Technologies for Enhanced Quality of Life, pp. 130–135. IEEE Computer Society (2009)
Cohen, P., Atkin, M.S., Hansen, E.A.: The interval reduction strategy for monitoring cupcake problems. In: Proc. of the 3rd International Conference on the Simulation of Adaptive Behavior, pp. 82–90. MIT Press (1994)
Burattini, E., Rossi, S., Finzi, A., Staffa, M.: Attentional modulation of mutually dependent behaviors. In: Doncieux, S., Girard, B., Guillot, A., Hallam, J., Meyer, J.-A., Mouret, J.-B. (eds.) SAB 2010. LNCS (LNAI), vol. 6226, pp. 283–292. Springer, Heidelberg (2010)
Atkin, M.S., Cohen, P.R.: Monitoring strategies for embedded agents: Experiments and analysis. Adaptive Behavior 4, 125–172 (1995)
Ceci, S.J., Bronfenbrenner, U.: Don’t forget to take the cupcakes out of the oven: Prospective memory, strategic time-monitoring, and context. Child Development 56, 152–164 (1985)
Di Nocera, D., Finzi, A., Rossi, S., Staffa, M.: Attentional action selection using reinforcement learning. In: Ziemke, T., Balkenius, C., Hallam, J. (eds.) SAB 2012. LNCS (LNAI), vol. 7426, pp. 371–380. Springer, Heidelberg (2012)
Cohen, P., Levesque, H.: Teamwork. Nous, Special Issue on Cognitive Science and AI 25, 487–512 (1991)
Kuniyoshi, Y., Kita, N., Rougeaux, S., Sakane, S., Ishii, M., Kakikua, M.: Cooperation by observation: The framework and basic task patterns. In: Proc. of IEEE International Conference on Robotics and Automation, ICRA, vol. 1, pp. 767–774 (1994)
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Rossi, S., Staffa, M. (2014). Human Inspiration and Comparison for Monitoring Strategies in a Robotic Convoy Task. In: del Pobil, A.P., Chinellato, E., Martinez-Martin, E., Hallam, J., Cervera, E., Morales, A. (eds) From Animals to Animats 13. SAB 2014. Lecture Notes in Computer Science(), vol 8575. Springer, Cham. https://doi.org/10.1007/978-3-319-08864-8_30
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DOI: https://doi.org/10.1007/978-3-319-08864-8_30
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