Metamodels for simulation input-output relations
WSC '92 Proceedings of the 24th conference on Winter simulation
Metamodeling: a state of the art review
WSC '94 Proceedings of the 26th conference on Winter simulation
Applied multivariate techniques
Applied multivariate techniques
The simulation metamodel
Proceedings of the 30th conference on Winter simulation
Simulation optimization methodologies
Proceedings of the 31st conference on Winter simulation: Simulation---a bridge to the future - Volume 1
A survey of ranking, selection, and multiple comparison procedures for discrete-event simulation
Proceedings of the 31st conference on Winter simulation: Simulation---a bridge to the future - Volume 1
Validation of models: statistical techniques and data availability
Proceedings of the 31st conference on Winter simulation: Simulation---a bridge to the future - Volume 1
TALUS—an object oriented air combat simulation
Proceedings of the 31st conference on Winter simulation: Simulation---a bridge to the future - Volume 2
Proceedings of the 33nd conference on Winter simulation
Simulation analysis: applications of discrete event simulation modeling to military problems
Proceedings of the 33nd conference on Winter simulation
Probability and Statistics in the Engineering and Computing Sciences
Probability and Statistics in the Engineering and Computing Sciences
Verification and validation: verification and validation of simulation models
Proceedings of the 35th conference on Winter simulation: driving innovation
Optimization by simulation metamodelling methods
WSC '04 Proceedings of the 36th conference on Winter simulation
Simulation optimization: a review, new developments, and applications
WSC '05 Proceedings of the 37th conference on Winter simulation
Simulation Modeling and Analysis (McGraw-Hill Series in Industrial Engineering and Management)
Simulation Modeling and Analysis (McGraw-Hill Series in Industrial Engineering and Management)
Design and Analysis of Simulation Experiments
Design and Analysis of Simulation Experiments
Modeling and analysis of air campaign resource allocation: a spatio-temporal decomposition approach
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
Team optimal signaling strategies in air combat
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
Game and Information Theory Analysis of Electronic Countermeasures in Pursuit-Evasion Games
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
Automatica (Journal of IFAC)
Multiple input and multiple output simulation metamodeling using Bayesian networks
Proceedings of the Winter Simulation Conference
Simulation metamodeling in continuous time using dynamic Bayesian networks
Proceedings of the Winter Simulation Conference
Game theoretic simulation metamodeling using stochastic kriging
Proceedings of the Winter Simulation Conference
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This paper presents a new game-theoretic approach toward the validation of discrete-event air combat (AC) simulation models and simulation-based optimization. In this approach, statistical techniques are applied for estimating games based on data produced by a simulation model. The estimation procedure is presented in cases involving games with both discrete and continuous decision variables. The validity of the simulation model is assessed by comparing the properties of the estimated games to actual practices in AC. These games are also applied for simulation-based optimization in a two-sided setting in which the action of the opponent is taken into account. In optimization, the estimated games enable the study of effectiveness of AC tactics as well as aircraft, weapons, and avionics configurations. The game-theoretic approach enhances existing methods for the validation of discrete-event simulation models and techniques for simulation-based optimization by incorporating the inherent game setting of AC into the analysis. It also provides a novel game-theoretic perspective to simulation metamodeling which is used to facilitate simulation analysis. The utilization of the game-theoretic approach is illustrated by analyzing simulation data obtained with an existing AC simulation model.