• DocumentCode
    2956427
  • Title

    Explanation Exploration: Exploring Emergent Behavior

  • Author

    Gore, Ross ; Reynolds, Paul F., Jr. ; Tang, Lingjia ; Brogan, David C.

  • Author_Institution
    Univ. of Virginia, Charlottesville
  • fYear
    2007
  • fDate
    12-15 June 2007
  • Firstpage
    113
  • Lastpage
    122
  • Abstract
    Understanding emergent behavior(s) exhibited in simulations poses an interesting challenge. Emergence can represent a valid behavior arising from seemingly unrelated phenomena, or it can reflect an error in a model or its implementation. We propose a new method for gathering insight into emergent behavior in simulations using the model adaptation technique, COERCE. COERCE allows a user to efficiently adapt a model to meet new requirements and can be employed to explore emergent behavior exhibited in a simulation. A subject matter expert (SME) can coerce a simulation to gather insight into characteristics of the emergent behavior as the simulated phenomenon is driven toward conditions of interest.
  • Keywords
    expert systems; multi-agent systems; COERCE; agent-based simulation; emergent behavior; explanation exploration; model adaptation technique; subject matter expert; Adaptation model; Automobiles; Feedback; Fluctuations; Road transportation; Robustness; Testing; Traffic control; Vehicles;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Principles of Advanced and Distributed Simulation, 2007. PADS '07. 21st International Workshop on
  • Conference_Location
    San Diego, CA
  • Print_ISBN
    0-7695-2898-8
  • Type

    conf

  • DOI
    10.1109/PADS.2007.18
  • Filename
    4262797