한국 공군의 공중항적 데이터 활용사례

• 영문명: Air Track Data Utilization in the Republic of Korea Air Force: Case Studies
• 발행기관: 한국IT서비스학회
• 저자명: 이규정(Gyuejeong Lee) 박동석(Dongsuk Park) 최대영(Daeyoung Choi)
• 간행물 정보: 『한국IT서비스학회지』제24권 제3호, 81~94쪽, 전체 14쪽
• 주제분류: 경제경영 > 경영학
• 파일형태: PDF
• 발행일자: 2025.06.30

국문 초록

The increasing significance of big data and artificial intelligence in defense has prompted the Republic of Korea Air Force (ROKAF) to leverage air track data from command and control systems and combat training systems across multiple operational domains. The effective utilization of this data requires systematic analysis to understand both its potential and limitations. This research employs the CRISP-DM (Cross-Industry Standard Process for Data Mining) framework to conduct a comprehensive examination of how the ROKAF utilizes air track data for operational enhancement. Through case study analysis, the research investigates three specific applications—flight safety management, ballistic missile classification, and air-to-air combat engagement analysis—using the sequential CRISP-DM phases of business understanding, data understanding, data preparation, modeling, and evaluation. The analysis reveals that air track data can enhance operational capabilities across all three applications. Nevertheless, several critical limitations emerged, including insufficient data quantity and quality, as well as inadequate integration and management infrastructure. To overcome these challenges, the research proposes three strategic recommendations: developing comprehensive data management systems, enhancing collaboration between data scientists and domain experts, and implementing explainable artificial intelligence techniques.

목차

1. 서론

2. 공군 항공우주작전 수행체계와 공중항적 데이터

3. CRISP-DM 방법론

4. 공중항적 데이터 활용사례

5. 논의 및 결론

참고문헌

키워드

Air Track Data Flight Safety Management Tactical Data Links Ballistic Missile Classification Air Combat Maneuvering Training Air Combat Maneuvering Instrumentation