Research
Research Areas
Pattern Recognition and Machine Learning
Industrial AI
Lightweight Model Design
eXplainable AI (XAI)
Fault Diagnosis / Predictive Maintenance (PdM)
Meta/Few-Shot Learning
Generative AI
Computer Vision
Bio AI
AI-based Docking Structure Prediction
Generative AI
AlphaFold3, RoseTTAFold
Energy AI
eXplainable AI (XAI)
Anomaly Detection
Energy Consumption Forecasting
Signal Processing AI
Efficient Model Design
Time Series Analysis
Projects
SW중심대학사업, Institute for Information & Communication Technology Planning & evaluation (IITP), 2024.05. ~ 2029.12.
메인엔진 모니터링/진단 솔루션 개발, Hanhwa Ocean, 2023.08.~2023.12.
인공지능 학습용 데이터 구축사업, National Information Society Agency (NIA), 2023.06.~2023.12.
메타버스융합대학원사업, Institute for Information & Communication Technology Planning & evaluation (IITP), 20223.07. ~ 2028.12.
Development of data preprocessing and analysis framework for diagnosis and prognosis of spindle motor, Korea Electrotechnology Research Institute (KERI), 2023.02. ~ 2023.11.
나노 전력그리드 시스템용 동적 전력관리시스템 개발, National Research Foundation of Korea (NRF), 2022.02.~ 2023.02.
인공지능 비전(AI VISION) 기반, 데이터 증강 및 결함 탐지 플랫폼 개발, Korea Technology & Information Promotion Agency for SMEs (TIPA), 2022.05. ~ 2023.12.
Development of explainable AI-based diagnosis and analysis framework using energy demand big data in multiple domains, Institute for Information & Communication Technology Planning & evaluation (IITP), 2022.04. ~ 2025.03.
Predictive maintenance system configuration and training signal design for large-scale electric motor, Korea Electrotechnology Research Institute (KERI), 2022.02. ~ 2022.11.
해운 물류 공급망 부문 인공지능 활용 교육, Korea Maritime Institute (KMI), 2022.05.~2022.10.
Development and demonstration of technology for customers bigdata-based energy management in the field of heat supply chain, Korea Institute of Energy Technology Evaluation and Planning (KETEP), 2021.05. ~ 2024.04.
Development of Predictive Maintenance Technology for Main Engine on Large Ship, Daewoo Shipbuilding & Marine Engineering co., Ltd. (DSME), 2021.09. ~ 2021.12.
Deep learning-based channel signal estimation for wireless energy harvesting system, Sejong University, 2021.03. ~ 2022.01.
Development of AI-based image classification technology and data acquisition platform for smart equipment management, Korea Electrotechnology Research Institute (KERI), 2020.04. ~ 2020.12.
System Integration and element technology development for smart factory, Korea Electrotechnology Research Institute (KERI), 2019.09. ~ 2021.02.
Standard manufacturing innovation process for smart industrial complex, Korea Electronics Technology Institute (KETI), 2019.09. ~ 2021.02.