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
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;
Conference_Titel :
Simulation Conference, 2000. Proceedings. Winter
Conference_Location :
Orlando, FL
Print_ISBN :
0-7803-6579-8
DOI :
10.1109/WSC.2000.899894