• DocumentCode
    747803
  • Title

    Adaptive coordination in distributed systems with delayed communication

  • Author

    Billard, Edward A. ; Pasquale, Joseph C.

  • Author_Institution
    Fac. of Comput. Sci. & Eng., Aizu Univ., Aizu-Wakamatsu City, Japan
  • Volume
    25
  • Issue
    4
  • fYear
    1995
  • fDate
    4/1/1995 12:00:00 AM
  • Firstpage
    546
  • Lastpage
    554
  • Abstract
    A new model for distributed decision making, distributed game automata, focuses on how communication affects the quality of decisions. The goal is to limit communication between decision makers such that overhead costs are reduced but good decisions still result. Learning automata play repeated games with payoffs quantifying the performance in a distributed application. Each automaton´s view of the global state is periodically updated by communication from other automata of their local state (i.e. current strategy probabilities). Because of infrequent communication and transmission delays, received state information may become stale: an example game illustrates the mutually conflicting decisions that can result. Simulation and analytic results show there exists a maximum communication delay before decision quality begins to suffer, however, with sufficient communication, the agents adapt to a coordinated policy
  • Keywords
    adaptive systems; cooperative systems; distributed decision making; finite automata; game theory; learning automata; adaptive coordination; current strategy probability; decision quality; delayed communication; distributed decision making; distributed game automata; learning automata; overhead costs; state information; Analytical models; Computer science; Costs; Delay effects; Delay systems; Distributed decision making; Game theory; Learning automata; Time factors; Uncertainty;
  • fLanguage
    English
  • Journal_Title
    Systems, Man and Cybernetics, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9472
  • Type

    jour

  • DOI
    10.1109/21.370187
  • Filename
    370187