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Guiding a Robot Flock via Informed Robots

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Distributed Autonomous Robotic Systems 8

Abstract

In this paper, we study how and to what extent a self-organized mobile robot flock can be guided to move in a desired direction by informing some of the individuals within the flock. Specifically, we extend a flocking behavior that was shown to maneuver a swarm of mobile robots as a cohesive group in free space avoiding obstacles in its path. In its original form, this behavior does not have a preferred direction and the flock would wander aimlessly in the environment. In this study, we extend the flocking behavior by “informing” some of the individuals about the desired direction that we wish the swarm to move. The informed robots do not signal that they are “informed” (a.k.a. unacknowledged leadership) and instead guide the rest of the swarm by their tendency to move in the desired direction. Through experimental results obtained from physical and simulated robots we show that the self-organized flocking of a swarm of robots can be effectively guided by a minority of informed robots within the flock. In our study, we use two metrics to measure the accuracy of the flock in following the desired direction, and the ability to stay cohesive meanwhile. Using these metrics, we show that the proposed behavior is scalable with respect to the flock’s size, and that the accuracy of guidance increases with 1) the “stubbornness” of the informed robots to align with the preferred direction, and 2) the ratio of the number of informed robots over the whole flock size.

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References

  1. Campo, A., Nouyan, S., Birattari, M., Groß, R., Dorigo, M.: Negotiation of goal direction for cooperative transport. In: Proc. of the 18th Belgium-Netherlands Conference on Artificial Intelligence, pp. 365–376. University of Namur, Namur (2006)

    Google Scholar 

  2. Couzin, I.D., Krause, J., Franks, N.R., Levin, S.A.: Effective Leadership and Decision-Making in Animal Groups on the Move. Nature 433, 513–516 (2005)

    Article  Google Scholar 

  3. Gregoire, G., Chate, H., Tu, Y.: Moving and staying together without a leader. Physica D 181, 157–170 (2003)

    Article  MATH  MathSciNet  Google Scholar 

  4. Halloy, J., Sempo, G., Caprari, G., Rivault, C., Asadpour, M., Tache, F., Said, I., Durier, V., Canonge, S., Ame, J.M., Detrain, C., Correll, N., Martinoli, A., Mondada, F., Siegwart, R., Deneubourg, J.L.: Social integration of robots into groups of cockroaches to control self-organized choices. Science 318, 1155–1158 (2007)

    Article  Google Scholar 

  5. Hayes, A.T., Dormiani-Tabatabaei, P.: Self-organized flocking with agent failure: Off-line optimization and demonstration with real robots. In: Proceedings of the IEEE International Conference on Robotics and Automation, pp. 3900–3905. IEEE Press, New Jersey (2002)

    Google Scholar 

  6. Holland, O., Woods, J., Nardi, R., Clark, A.: Beyond Swarm Intelligence: the UltraSwarm. In: Proceedings of the IEEE Swarm Intelligence Symposium, pp. 217–224. IEEE Press, New Jersey (2005)

    Chapter  Google Scholar 

  7. Lien, J.-M., Bayazit, O.B., Sowell, R.T., Rodríguez, S., Amato, N.M.: Shepherding behaviors. In: Proceedings of the IEEE Conference on Robotics and Automation, pp. 4159–4164. IEEE Press, New Jersey (2004)

    Google Scholar 

  8. Lien, J.-M., Rodríguez, S., Malric, J.-P., Amato, N.M.: Shepherding behaviors with multiple shepherds. In: Proceedings of the IEEE Conference on Robotics and Automation, pp. 4159–4164. IEEE Press, New Jersey (2004)

    Google Scholar 

  9. Kelly, I.D., Keating, D.A.: Flocking by the fusion of sonar and active infrared sensors on physical autonomous robots. In: Proceedings of the Third International Conference on Mechatronics and Machine Vision in Practice, vol. 1, pp. 14–17. Universidade do Minho, Guimarães (1996)

    Google Scholar 

  10. Mardia, K.V.: Statistics of Directional Data. Academic Press, London (1972)

    MATH  Google Scholar 

  11. Matarić, M.J.: Interaction and intelligent behavior. Ph.D. thesis, MIT (1994)

    Google Scholar 

  12. Reebs, S.G.: Can a minority of informed leaders determine the foraging movements of a fish shoal? Animal Behaviour 59, 403–409 (2000)

    Article  Google Scholar 

  13. Reynolds, C.W.: Flocks, herds and schools: A distributed behavioral model. In: Stone, M.C. (ed.) Proceedings of the 14th annual conference on computer graphics and interactive techniques (SIGGRAPH 1987), pp. 25–34. ACM Press, New York (1987)

    Chapter  Google Scholar 

  14. Shi, H., Wang, L., Chu, T.: Virtual Leader Approach to Coordinated Control of Multiple mobile Agents with Asymmetric Interactions. Physica D 213, 51–65 (2006)

    Article  MATH  MathSciNet  Google Scholar 

  15. Turgut, A.E., Çelikkanat, H., Gökçe, F., Şahin, E.: Self-Organized Flocking in Mobile Robot Swarms. Swarm Intelligence 2(2-3) (2008)

    Google Scholar 

  16. Turgut, A.E., Çelikkanat, H., Gökçe, F., Şahin, E.: Self-Organized Flocking with a Mobile Robot Swarm. In: Padgham, Parkes, Müller, Parsons (eds.) Proceedings of the 7th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2008), pp. 39–46. International Foundation for Autonomous Agents and Multiagent Systems, South Carolina, SC (2008)

    Google Scholar 

  17. Vaughan, R., Sumpter, N., Henderson, J., Frost, A., Cameraon, S.: Experiments in Automatic Flock Control. Robotics and Autonomous Systems 31, 109–117 (2000)

    Article  Google Scholar 

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Çelikkanat, H., Turgut, A.E., Şahin, E. (2009). Guiding a Robot Flock via Informed Robots. In: Asama, H., Kurokawa, H., Ota, J., Sekiyama, K. (eds) Distributed Autonomous Robotic Systems 8. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-00644-9_19

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  • DOI: https://doi.org/10.1007/978-3-642-00644-9_19

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-00643-2

  • Online ISBN: 978-3-642-00644-9

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