• DocumentCode
    2819303
  • Title

    Asynchronous gradient-based optimisation for team decision making

  • Author

    Mathews, George ; Durrant-Whyte, Hugh ; Prokopenko, Mikhail

  • Author_Institution
    Sydney Univ., Sydney
  • fYear
    2007
  • fDate
    12-14 Dec. 2007
  • Firstpage
    3145
  • Lastpage
    3150
  • Abstract
    This paper describes a decentralised asynchronous algorithm for negotiation in team decision and control problems, allowing multiple decision makers to propose and refine future decisions to optimise a common non-linear objective or cost function. A convergence requirement provides an intuitive relationship between the communication frequency, transmission delays and the degree of inter-agent coupling inherent in the system. The coupling is defined by the cross derivative of the objective function. The algorithm is applied to the control of multiple vehicles performing a search task with simulation results given.
  • Keywords
    distributed decision making; gradient methods; multi-robot systems; nonlinear programming; search problems; control problem; decentralised asynchronous gradient-based optimisation algorithm; interagent coupling degree; multiple vehicle search problem; multirobotic agent; nonlinear optimisation; team decision making; Communication system control; Control systems; Couplings; Decision making; Delay; Frequency; Gaussian processes; Iterative algorithms; Jacobian matrices; Nonlinear control systems;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Decision and Control, 2007 46th IEEE Conference on
  • Conference_Location
    New Orleans, LA
  • ISSN
    0191-2216
  • Print_ISBN
    978-1-4244-1497-0
  • Electronic_ISBN
    0191-2216
  • Type

    conf

  • DOI
    10.1109/CDC.2007.4434301
  • Filename
    4434301