• DocumentCode
    137704
  • Title

    Rapid multirobot deployment with time constraints

  • Author

    Carpin, Stefano ; Pavone, Marco ; Sadler, B.M.

  • Author_Institution
    Sch. of Eng., Univ. of California-Merced, Merced, CA, USA
  • fYear
    2014
  • fDate
    14-18 Sept. 2014
  • Firstpage
    1147
  • Lastpage
    1154
  • Abstract
    In this paper we consider the problem of multirobot deployment under temporal deadlines. The objective is to compute strategies trading off safety for speed to maximize the probability of reaching a given set of target locations within a pre-assigned temporal deadline. We formulate this problem using the theory of Constrained Markov Decision Processes and we show that thanks to this framework it is possible to determine deploying strategies maximizing the probability of success while satisfying the deadline. Moreover, the formulation allows to exactly compute the failure probability of complex deployment tasks. Simulation results illustrate how the proposed method works in different scenarios and show how informed decisions can be made regarding the size of the robot team.
  • Keywords
    Markov processes; decision theory; failure analysis; multi-robot systems; probability; constrained Markov decision process theory; deploying strategies; failure probability computation; pre-assigned temporal deadline; probability maximization; rapid multirobot deployment; robot team; time constraints; Collision avoidance; Educational institutions; Markov processes; Optimization; Robots; Transient analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Robots and Systems (IROS 2014), 2014 IEEE/RSJ International Conference on
  • Conference_Location
    Chicago, IL
  • Type

    conf

  • DOI
    10.1109/IROS.2014.6942702
  • Filename
    6942702