한국군사과학기술학회지 (Journal of the Korea Institute of Military Science and Technology)

  • 제27권1호
  • /
  • Pages.94-106
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  • 2024
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  • 1598-9127(pISSN)
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  • 2636-0640(eISSN)
한국군사과학기술학회 (The Korea Institute of Military Science and Technology)
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여단급 KCTC 훈련 결과 빅데이터를 활용한 대대급 이하 지휘관(자)의 생존분석 - 보병대대 방어작전을 중심으로 -

Survival Analysis of Battalion-Level Commanders(leaders) Using Big Data as Results of Brigade-Level KCTC Training - Focused on Infantry Battalion Defensive Operations -

  • 윤진성 (육군 교육사령부 교육훈련부) ;
  • 문호석 (국방대학교 국방과학학과)
  • Jinseong Yun (Directorate of Education and Training, ROK Army Training & Doctrine Command) ;
  • Hoseok Moon (Department of National Defense Science, Korea National Defense University)
  • 투고 : 2023.10.20
  • 심사 : 2024.01.15
  • 발행 : 2024.02.05
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초록

In this study, we conducted a survival analysis on battalion-level commanders(leaders), focusing on infantry battalion defensive operations using the big data of brigade-level KCTC(Korea Combat Training Center) training results. Unlike previous studies, we utilized the brigade-level KCTC training results data for the first time to conduct a survival analysis, and the research subjects were battalion-level commanders(leaders), which can affect the battle. At this time, the battle results were defined, and through cluster analysis, infantry battalions were divided into excellent, average, and insufficient units, and the difference in the survival rate of the commanders was analyzed through the Kaplan-Meier survival analysis. This provided an opportunity to objectively compare the differences between excellent and insufficient units. Subsequently, factors affecting the survival of commanders were derived using the Cox proportional hazard model, and it was possible to confirm the influencing factors from various angles by also using the survival tree model. Significance and limitations confirmed in the research process were presented as policy suggestions and future research directions.

키워드

참고문헌

  1. ROK Army Headquaters, "Survival," Defense Publishing Support Group, Daejeon, pp. 1-2-3-14, 2008. 
  2. C. I. Baek, "A Study on Survival Time of Ground Training Combatant Using Big Data Analysis," Korea National Defense University, 2013. 
  3. J. Y. Choi, "A Study on Combat Victory Factors of Unit below Battalion by KCTC Training Data," Korea National Defense University, 2017. 
  4. J. W. Han, M. H. Lee, J. Y. Park, H. S. Moon, "An Analysis for Combat Victory Influence Factors of Infantry Battalion during Brigade-Level KCTC Defensive Operations using Segmented Linear Regression," Korean Journal of Military Art and Science, Vol. 77, No. 2, pp. 464-489, 2021.  https://doi.org/10.31066/KJMAS.2021.77.2.019
  5. M. H. Lee, J. W. Han, J. Y. Park, H. S. Moon, "A Study on Methodology for Analysis of Battle Victory Factors Using Big Data of Brigade-Level KCTC Training Results:Focusing on Analysis of Infantry Battalion Offensive Operaions," The Korean Journal of Security Affairs, Vol. 64, No. 4, pp. 273-294, 2021. 
  6. J. S. Yun, S. E. Jo, H. S. Moon, "Analysis of the Factors of Victory in Defensive Operations by Infantry Company Mission using Big Data as Results of Brigade-Level KCTC Training," Journal of the Military Operations Research Society of Korea, Vol. 49, No. 1, pp. 72-88, 2023. 
  7. G. G. Kim, K. C. Won, H. J. Lee, "A survival analysis of combatants using the Cox proportional hazards model and the logistics regression model," Journal of the Korean Data Analysis Society, Vol. 24, No. 4, pp. 1289-1304, 2022.  https://doi.org/10.37727/jkdas.2022.24.4.1289
  8. J. O. Kim, H. J. Cho, G. G. Kim, "Analysis of survivability for combatants during offensive operations at the tactical level," The Korean Journal of Applied Statistics, Vol. 28, No. 5, pp. 921-932, 2015.  https://doi.org/10.5351/KJAS.2015.28.5.921
  9. J. Y. Park, J. H. Kim, C. D. Kim, T. S. Kim, H. S. Moon, "An Analysis of Indirect fire results of the brigade-level KCTC training," Korean Journal of Military Art and Science, Vol. 77, No. 1, pp. 460-481, 2021.  https://doi.org/10.31066/KJMAS.2021.77.1.017
  10. M. H. Lee, "Evaluation Methodology for Combat Readiness of Unit using Brigade-level KCTC Big Data," Korea National Defense University, 2021. 
  11. J. H. Kim, "Introduction to Survival Analysis with R," Free Academy, Paju, pp. 2-30, 2016. 
  12. Cox, D. R., and Oakes, D., "Analysis of Survival Data," Chapman and Hall, London, 1984. 
  13. ROK Army Headquaters, "Military terms," Defense Publishing Support Group, Daejeon, pp. 23-24, 2018. 
  14. ROK Army Headquaters, "Infantry Battalion," Defense Publishing Support Group, Daejeon, pp. 6-13-6-26, 2018. 
  15. KCTC, "Lessons from 2019 KCTC," Defense Publishing Support Group, Daejeon, pp. 5-2-5-79, 2020. 
  16. ROK Army Headquaters, "Tactics," Defense Publishing Support Group, Daejeon, pp. 4-1-4-34, 2017. 
  17. H. S. Ko et. al., "Artificial Intelligence Explainability," Park Yeong-sa, Seoul, pp. 25-78, 2021.