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Effect of leader placement on robotic swarm control

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conference contribution
posted on 07.11.2017, 11:09 authored by Rohan Tiwari, Puneet Jain, Sachit Butail, Sujit Baliyarasimhuni, Michael A. Goodrich
Human control of a robotic swarm entails selecting a few in-fluential leaders who can steer the collective efficiently and robustly. However, a clear measure of influence with respect to leader position is not adequately studied. Studies with animal systems have shown that leaders who exert strong couplings may be located in front, where they provide energy benefits, or in the middle, where they can be seen by a larger section of the group. In this paper, we systematically vary number of leaders and leader positions in simulated robotic swarms of two different sizes, and assess their effect on steering effectiveness and energy expenditure. In particular, we analyze the effect of placing leaders in the front, middle, and periphery, on the time to converge and lateral acceleration of a swarm of robotic agents as it performs a single turn to reach the desired goal direction. Our results show that swarms with leaders in the middle and periphery take less time to converge than swarms with leaders in the front, while the lateral acceleration between the three placement strategies is not different. We also find that the time to converge towards the goal direction reduces with the increase in percentage of leaders in the swarm, although this value decays slowly beyond the percentage of leaders at 30%. As the swarm size is increased, we find that the leaders in the periphery become less effective in reducing the time to converge. Finally, closer analysis of leader placement and coverage reveals that front leaders within the swarm tend to expand their coverage and move towards the center as the maneuver is performed. Results from this study are expected to inform leader placement strategies towards more effective human swarm interaction systems.

Funding

Portions of this work were partially funded by Infosys Center for Artificial Intelligence { IIIT-Delhi, National Science Foundation under grant CMMI-1433670, and the US Office of Naval Research under grant N00014-16-1-3025.

History

School

  • Aeronautical, Automotive, Chemical and Materials Engineering

Department

  • Aeronautical and Automotive Engineering

Published in

Proceedings of the 16th Conference on Autonomous Agents and MultiAgent Systems

Pages

1387 - 1394 (8)

Citation

TIWARI, R. ...et al., 2017. Effect of leader placement on robotic swarm control. IN: Das, S. ... et al. (eds.) Proceedings of the 16th Conference on Autonomous Agents and MultiAgent Systems (AAMAS17), Sao Paulo, May 8-12th, pp. 1387-1394.

Publisher

© International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS). Published by ACM

Version

AM (Accepted Manuscript)

Acceptance date

24/01/2017

Publication date

2017

Notes

© International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS) | ACM 2017. This is the author's version of the work. It is posted here for your personal use. Not for redistribution. The definitive Version of Record was published in Proceedings of the 16th Conference on Autonomous Agents and MultiAgent Systems (AAMAS17), https://dl.acm.org/citation.cfm?id=3091316&CFID=840116400&CFTOKEN=63016478

Language

en

Location

Sao Paulo