• DocumentCode
    1741061
  • Title

    Hierarchy-of-models approach for aggregated-force attrition

  • Author

    Taylor, James G. ; Yildirim, Ugur Ziya ; Murphy, William S., Jr.

  • Author_Institution
    Dept. of Oper. Res., Naval Postgraduate Sch., Monterey, CA, USA
  • Volume
    1
  • fYear
    2000
  • fDate
    2000
  • Firstpage
    925
  • Abstract
    The paper presents some innovations for overcoming shortcomings in the current state-of-the-art for the hierarchy-of-models approach to modeling aggregated-force attrition in ground-combat models. The basic concept of such an approach for modeling large-scale system behavior is presented, together with the theoretical underpinnings for modeling attrition in large-scale ground combat. The output of an entity-level discrete event combat simulation is fit to a Lanchester-type aggregated-replay model. Use of a reliable statistical estimation technique for determining model parameters is emphasized. The main innovation is to show how use of more detailed output data (e.g. line-of-sight data) from the high resolution simulation allows one to develop maximum likelihood estimates. The methodology is applied to a current high resolution DoD combat model, and a Lanchester-type aggregated-force replay model is developed
  • Keywords
    discrete event simulation; maximum likelihood estimation; military computing; parameter estimation; Lanchester-type aggregated-replay model; aggregated-force attrition; entity-level discrete event combat simulation; ground-combat models; hierarchy-of-models approach; high resolution DoD combat model; high resolution simulation; large-scale ground combat; large-scale system behavior modeling; line-of-sight data; maximum likelihood estimates; model parameters; output data; reliable statistical estimation technique; Computer aided analysis; Decision making; Differential equations; Ground support; Large-scale systems; Maximum likelihood estimation; Operations research; Parameter estimation; Technological innovation; Weapons;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Simulation Conference, 2000. Proceedings. Winter
  • Conference_Location
    Orlando, FL
  • Print_ISBN
    0-7803-6579-8
  • Type

    conf

  • DOI
    10.1109/WSC.2000.899894
  • Filename
    899894