Multi-Robot Coordination with Periodic Connectivity

被引:51
作者
Hollinger, Geoffrey [1 ]
Singh, Sanjiv [1 ]
机构
[1] Carnegie Mellon Univ, Inst Robot, Pittsburgh, PA 15213 USA
来源
2010 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA) | 2010年
关键词
D O I
10.1109/ROBOT.2010.5509175
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We consider the problem of multi-robot coordination subject to constraints on the configuration. Specifically, we examine the case in which a mobile network of robots must search, survey, or cover an environment while remaining connected. While many algorithms utilize continual connectivity for such tasks, we relax this requirement and introduce the idea of periodic connectivity, where the network must regain connectivity at a fixed interval. We show that, in some cases, this problem reduces to the well-studied NP-hard multi-robot informative path planning (MIPP) problem, and we propose an online algorithm that scales linearly in the number of robots and allows for arbitrary periodic connectivity constraints. We prove theoretical performance guarantees and validate our approach in the coordinated search domain in simulation and in real-world experiments. Our proposed algorithm significantly outperforms a gradient method that requires continual connectivity and performs competitively with a market- based approach, but at a fraction of the computational cost.
引用
收藏
页码:4457 / 4462
页数:6
相关论文
共 11 条
  • [1] ANISI D, 2008, IEEE C DEC CONTR
  • [2] [Anonymous], 2003, The robotics data set repository (radish)
  • [3] Gerkey BP, 2003, PROCEEDINGS OF THE 11TH INTERNATIONAL CONFERENCE ON ADVANCED ROBOTICS 2003, VOL 1-3, P317
  • [4] Efficient multi-robot search for a moving target
    Hollinger, Geoffrey
    Singh, Sanjiv
    Djugash, Joseph
    Kehagias, Athanasios
    [J]. International Journal of Robotics Research, 2009, 28 (02) : 201 - 219
  • [5] Maintaining network connectivity and performance in robot teams
    Hsieh, M. Ani
    Cowley, Anthony
    Kumar, Vijay
    Taylor, Camillo J.
    [J]. JOURNAL OF FIELD ROBOTICS, 2008, 25 (1-2) : 111 - 131
  • [6] KALRA N, 2006, THESIS CARNEGIE MELL
  • [7] KRAUSE A, 2006, P INF PROC SENS NETW
  • [8] ONG S, 2009, P ROB SCI SYST C
  • [9] Sim R., 2005, P IEEE INT C ROB AUT
  • [10] Efficient Informative Sensing using Multiple Robots
    Singh, Amarjeet
    Krause, Andreas
    Guestrin, Carlos
    Kaiser, William J.
    [J]. JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH, 2009, 34 : 707 - 755