Projects

Machine Learning Projects

Defense Modeling and Simulation

l  Metropolis City Evacuation Model

Paper Publication : Bae, J.W., Lee, S.H., Hong, J., & Moon, I.C. (2014). Simulation-Based Analyses on Massive Evacuation from Metropolis during Bombardment. SIMULATION: Transactions of The Society for Modeling and Simulation International, 90(11), 1244–1267

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l  Disaster Response Command and Control Structure Analysis

Paper Publication : Lee, G. H., Bae, J. W., Oh, N., Hong, J. H., & Moon, I. C. (2015). Simulation Experiment of Disaster Response Organizational Structures With Alternative Optimization Techniques. Social Science Computer Review, 33(3), 343–71

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l Modeling and Simulation of Terrorist Networks

Paper Publication : Moon, I. C., & Carley K. M. (2007). Modeling and Simulation of Terrorist Networks in Social and Geospatial dimensions, IEEE Intelligent Systems, Special Issue on Social Computing, 22(5), 40-49

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l  Artillery Counterfire Operation Analysis

Paper Publication : Shin, S., Kang, A., Kim, D., Lee, J., Bae, J. W., & Moon, I. C. (2018). Improving counterfire operations with enhanced command and control structure. Computational and Mathematical Organization Theory, 25(4), 464–498 

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l  High-speed Ballistic Coefficient Prediction

Paper Publication : Moon, I. C., Song, K., Kim, S., & Choi, H. (2018). State Prediction of High-speed Ballistic Vehicles with Gaussian Process. International Journal of Control, Automation and Systems, 16(3), 1282–1292

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l  High-speed Ballistic Object Character Estimation

Paper Publication : Kim, Y., Kim, H., Lee, W., Choi, H., & Moon, I. C. (2021). Black-Box Expectation–Maximization algorithm for estimating latent states of High-Speed vehicles. Journal of Aerospace Information Systems, 18(4), 175–192

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l  Weapon-Target Assignment (Threat Estimation and Weapon Assignment)

Paper Publication : Na, H., Ahn, J., & Moon, I. C. (2023). Weapon–Target Assignment by Reinforcement Learning with Pointer Network. Journal of Aerospace Information Systems, 20(1), 53–59

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l  Multi Resolution Modeling

Paper Publication : Bae, J. W., & Moon, I. C. (2022). Practical Formalism-Based Approaches for Multi-Resolution Modeling and Simulation. Systems, 10(5), 174.

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l  Infantry Company Engagement M&S

Paper Publication : Bae, J. W., Lee, J., Kim, D., Lee, K., Lee, J., Kim, K., & Moon, I. C. (2020). Layered Behavior Modeling via Combining Descriptive and Prescriptive Approaches: A Case Study of Infantry Company Engagement. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 50(7), 2551–2565

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l  Air Combat Constructive Simulator                

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Paper Publication : Kim, D., Oh, H., & Moon, I. C. (2019). Black-box Modeling for Aircraft Maneuver Control with Bayesian Optimization. International Journal of Control, Automation and Systems, 17(6), 1558–1568 

 

F-16 vs. Mig-29, 1-on-1, Dead Head Engagement, 4 AIM-9, Pseudo-6DOF Engineering Model

시연영상: https://youtu.be/Le3tfjeK4go

F-16 vs. Mig-29, 2-on-2, Dead Head Engagement

시연영상: https://youtu.be/22Sjb-vov0I

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l  Air Combat Virtual-Constructive Simulator      

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시연영상: https://youtu.be/n7RXOEFC3MY

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l  Unmanned Vehicle Operation Simulator

AI학습을 위한 가속실행이 가능한 임무레벨 시뮬레이터 활용

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시연영상: https://youtu.be/G8ENKri78Zo

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