Application of agent based modelling to aircraft maintenance manning and sortie generation

Abstract This research develops an agent based simulation model for application to the sortie generation process, focusing on a single fighter aircraft unit. The simulation includes representations of each individual maintainer within the unit, along with supervisory agents that provide direction in the form of dynamic task prioritization and resource assignment. Using a high-fidelity depiction of each entity, an exploration of the effects of different mixes of skill levels and United States Air Force Specialty Codes (AFSCs) on sortie production is performed. Analysis is conducted using an experimental design with results presented demonstrating the effects of maintenance manning decisions on the Combat Mission Readiness (CMR) of a fighter unit.

[1]  Margaret J. Robertson,et al.  Design and Analysis of Experiments , 2006, Handbook of statistics.

[2]  David E. Thaler,et al.  Setting Requirements for Maintenance Manpower in the U.S. Air Force , 2002 .

[3]  Eric Bonabeau,et al.  Agent-based modeling: Methods and techniques for simulating human systems , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[4]  H R C B Air Commodore Brooke-Popham,et al.  The Air Force , 1920 .

[5]  Raymond R. Hill,et al.  An exploration of the effects of maintenance manning on Combat Mission Readiness utilizing agent based modeling , 2012, Proceedings of the 2010 Winter Simulation Conference.

[6]  M. Kaegi,et al.  Analyzing maintenance strategies by agent-based simulations: A feasibility study , 2009, Reliab. Eng. Syst. Saf..

[7]  James M Dagg An Exploratory Application of Neural Networks to the Sortie Generation Forecasting Problem , 1991 .

[8]  Feng Yu,et al.  A Hybrid Epidemic Model: Combining The Advantages Of Agent-Based And Equation-Based Approaches , 2007, 2007 Winter Simulation Conference.

[9]  Konstantinos Iakovidis Comparing F-16 Maintenance Scheduling Philosophies , 2005 .

[10]  Takuji Nishimura,et al.  Mersenne twister: a 623-dimensionally equidistributed uniform pseudo-random number generator , 1998, TOMC.

[11]  Glenn A. Gotz,et al.  Modeling the Contribution of Maintenance Manpower to Readiness and Sustainability. , 1986 .

[12]  Steven L. Lytinen,et al.  Agent-based Simulation Platforms: Review and Development Recommendations , 2006, Simul..

[13]  Pierre L'Ecuyer,et al.  Software for uniform random number generation: distinguishing the good and the bad , 2001, Proceeding of the 2001 Winter Simulation Conference (Cat. No.01CH37304).

[14]  Paul D Faas Simulation of Autonomic Logistics System (ALS) Sortie Generation , 2003 .

[15]  Dennis C. Dietz Optimal Specialization and Allocation of Maintenance Manpower , 1991 .