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Our primary interest lies in developing effective mathematical models and AI-driven numerical procedures for a wide range of physical, mechanical, and aerospace systems. We focus on integrating artificial intelligence into structural dynamics, system identification, and autonomous navigation. By leveraging AI-enabled digital twin technologies, physics-informed machine learning, and advanced sensor fusion, we aim to pioneer next-generation predictive modeling, structural health management, and intelligent autonomous systems.
Structural dynamics and vibrations
Structural Dynamics: Dynamic modeling and verification for diverse systems, including aircraft, ships, and wind turbines.
Virtual Sensing & State Estimation: Full-field strain and strain field estimation and structural response reconstruction using sparse physical sensors.
System Identification and PHM
Data-Driven Parameter Estimation: System identification using advanced tracking filters, deep learning, and AI-driven surrogate models.
Energy Storage & Conversion PHM: High-fidelity modeling, degradation analysis, and diagnostics/prognostics for batteries and fuel cells.
Intelligent Energy Management: Reinforcement learning-based fuel and energy management systems for optimized power distribution and lifetime extension.
Digital Twin Frameworks: Real-time health monitoring, fault detection, and predictive maintenance for complex engineering assets.
Navigation & Autonomous Drone Systems
Multi-Sensor Fusion Navigation: High-precision relative navigation systems integrating Radar, LiDAR, and imaging sensors.
GPS-Denied & Indoor Navigation: Advanced indoor navigation technologies for autonomous drones using multi-sensor fusion.
Autonomous & Inspection Drones: Development of smart inspection drones capable of autonomous flight, real-time environment mapping, and structural flaw detection.
AI-Based System Optimization: Reinforcement learning and auto-tuning algorithms for adaptive radar parameter optimization and flight control.
Projects
Ongoing
"사례기반 해사서비스 워크플로우 개념검증 연구", 한국해양과학기술원 부설 선박해양플랜트연구소, 2026. 09 - 2026. 12.
"극한 우주 열환경 하 인공위성 구조물의 전영역 열변형 예측을 위한 물리기반 그래프신경망 가상센서 기술개발", 한국연구재단, 2026. 09 - 2030. 08.
"탄소제로 미래비행체 기술개발 (중점연구소)", 한국연구재단, 2023. 04 – 2031. 12.
Completed
"AI 레이다 시스템 설계 및 기초 기술 개발", 에이브노틱스, 2025. 08 – 2025. 11
"드론 비행평가센터 구축 연구용역" , 김천시청, 2025. 03 – 2025. 08
"항공기의 구조적 안전성을 위한 구조 건전성 모니터링 기술개발", 한국항공대학교, 2023. 04 – 2026. 03.
"레이더 자동 파라미터 튜닝 알고리즘 개발", 에이브노틱스, 2024. 08 – 2025. 01.
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