Department of Operational Sciences
Email: John Miller
The Ohio State University, 1997, Ph.D., Industrial Engineering. Dissertation: “Efficient Multinomial Selection in Simulation.”
Air Force Institute of Technology (AFIT), 1987, M.S., Operations Research. Thesis: “A SLAM Simulation Model to Evaluate the Effectiveness of ICBM Penetration Aids Against a Land Based ABM System.”
University of Missouri at Columbia, 1983, Master of Business Administration (M.B.A.). United States Air Force Academy, 1980, B.S., Biology.
Computer simulation, ranking and selection, agent based modeling, combat modeling, network centric warfare, high performance computing, applied statistics, nonparametric statistics
APPLIED STATISTICS
COMBAT MODELS
NETWORK CENTRIC WARFARE
SIMULATION MODELING AND ANALYSIS
Refereed Journals:
Ponack, Ryan S. and Miller, J.O. “Capability Assessment of the High Energy Laser Liquid Area Defense System (HELLADS),” Journal of Directed Energy, Vol 3 No. 3, pp. 193-209, Winter 2009.
Miller, J.O., Bauer, K.W. Jr., Faas, P., Pawling, C.R., and Sterling, S.E. “Multivariate Analysis of a Simulated Prognostics and Health Management System,” International Journal of Logistics: Research and Applications, Vol 10 No. 1, pp. 1-10, March 2007.
Long, Scott N., Miller, J.O., Brigantic, R.T., and Goda, M.E. “Using Defocus to Improve Peak Irradiance for Air-to-Ground High-Energy Chemical-Oxygen Iodine Laser (COIL) Weapons,” Journal of Directed Energy, Vol 2, pp. 189-209, Spring 2007.
Bednar, Earl M., Bauer, K.W. Jr, and Miller, J.O. “Use of Control Variates in a Large-Scale Aggregated Combat Model,” The Journal of Defense Modeling and Simulation: Applications, Methodology, Technology, Vol 4 No. 1, pp. 29-41, January 2007.
Bassham, C. Brian, Bauer, K.W. Jr, and Miller, J.O. “Automatic Target Recognition System Evaluation Using Decision Analysis Techniques,” Military Operations Research, Vol 11, No.1, pp. 49-66, 2006.
Bertulis, Todd S. and Miller, J.O. “Using Simulation to Understand Interim Brigade Combat Team (IBCT) Munitions Logistics,” International Journal of Logistics: Research and Applications, Vol 8, No. 1, pp. 81–93, March 2005.
Alsing, S.G., Bauer, K.W., and Miller, J.O. “A Multinomial Procedure for Evaluating Pattern Recognition Algorithms,” Pattern Recognition, Vol 35 No. 11, pp. 2397-2412, 2002.
Miller, J.O., Nelson, B.L., and Reilly, C.H. “Estimating the Probability that a Simulated System Will be the Best,” Naval Research Logistics, Vol 49 No. 4, pp. 341-361, June 2002.
O’Fearna, F.C., Hill, R.R., and Miller, J.O. “A Methodology to Reduce Aerospace Ground Equipment Requirements for an Air Expeditionary Force,” International Journal of Logistics: Research and Applications, Vol 5 No. 1, 2002.
Cordeiro, J.D., Friend, M.A., Miller, J.O., Bauer, K.W., and Kloeber, J.M. “Using Simulation to Model Time Utilization of Army Recruiters,” Military Operations Research, Vol 6 No. 3, pp. 59-68, 2001.
Miller, J.O., Nelson, B.L., and Reilly, C.H. “Efficient Multinomial Selection in Simulation,” Naval Research Logistics, Vol 45, pp. 459-482, August 1998. (This work is cited and described in “Simulation Modeling and Analysis”, by Law and Kelton, page 573.)
Peer-Reviewed Conference Proceedings:
Bednar, E. M., and Miller, J.O. “Player vs. Bot Traffic Analysis Using Artificial Neural Networks,” Proceedings of Industrial Engineering Research Conference 2010, Cancun, Mexico, June 2010.
Rodriguez, J., Miller, J.O., Bauer, K.W. Jr., and Neher, R.E. Jr., “Methodologies for Aggregating Large Hierarchical Simulation Models” Proceedings of SPIE Vol 6965-11, 2008.
Rodriguez, J., Bauer, K.W. Jr., Miller, J.O., and Neher, R.E. Jr., “Building Prediction Models of Large Hierarchical Simulaiton Models with Artificial Neural Networks and other Statistical Techniques.” Proceedings of SPIE Vol 6978-21, 2008.
Fass, Paul D. and Miller, J.O., “Impact of an Autonomic Logistics System on the Sortie Generation Process,” Proceedings of the 2003 Winter Simulation Conference, ed. S.E. Chick, P.J. Sanchez, D. Ferrin, and D.J. Morris.
Bertulis, Todd S. and Miller, J.O., “Using Simulation to Understand Interim Brigade Combat Team Munitions Logistics,” Proceedings of the 2002 Winter Simulation Conference, ed. E. Yucesan, C.H. Chen, J.L. Snowdon, and J.M. Charnes.
Alsing, S.G., Bauer, K.W., and Miller, J.O., “Evaluating Competing Classifiers Using a Multinomial Selection Procedure,” Artificial Neural Networks in Engineering 2000, November 2000.
McLarney, E.L., Miller, J.O., Bauer, K.W., and Fancher, R. “Modeling Leadership Effects and Recruit Type in an Army Recruiting Station,” Proceedings of the 1999 Winter Simulation Conference, ed. P. A. Farrington, H. B. Nembhard, D. T. Sturrock, and G. W. Evans, pp. 1059-1064.
Miller, J.O., and Bauer, K.W. , “How Common Random Numbers Affect Multinomial Selection”, Proceedings of the 1997 Winter Simulation Conference , ed. S. Andradottir, K. J. Healy, D. H. Withers, and B.L. Nelson, pp. 342-347.
Miller, J.O., Nelson, B.L, and Reilly, C.H. “Getting More from the Data in a Multinomial Selection Problem.” Proceedings of the 1996 Winter Simulation Conference, ed. J. M. Charnes, D. M. Morrice, D. T. Brunner, and J. J. Swain, pp. 287-294.