Research Areas
Pattern Recognition and Machine Learning
Core AI
Computer Vision - Human Motion Prediction
Natural Language Processing - Speech Enhancement/Recognition
Meta/Few-Shot Learning
Generative AI
eXplanable AI (XAI)
Architecture - Transformer/Mamba
Robot AI
LLM/VLM/VLA Model
Physical AI
Lightweight Model
Industrial AI
Lightweight Model Design
Fault Diagnosis / Predictive Maintenance (PdM)
Anomaly Detection for Energy Consumption
Energy Consumption Forecasting
Emotion Recognition
Webtoon Generation
Web Crawling
Autonomous Driving - Sensor Fusion
Commuincations Signal Processing
Bio AI
AI-based Docking Structure Prediction
AI-based Antibody Design
Quality by Design (QbD)
Projects
서울시 지역혁신중심 대학지원체계(RISE) 사업, The Seoul Institute, 2025.06.~2030.02.
글로벌 TOP 전략연구단 지원사업, National Research Council of Science & Technology (NST), 2025.05.~2030.04.
문화체육관광 연구개발사업, Korea Creative Content Agency (KOCCA), 2024.07.~2026.12.31.
혁신융합대학사업, National Research Foundation of Korea (NRF), 2024.06. ~ 2028.02.
SW중심대학사업, Institute for Information & Communication Technology Planning & evaluation (IITP), 2024.05. ~ 2029.12.
메타버스융합대학원사업, Institute for Information & Communication Technology Planning & evaluation (IITP), 2023.07. ~ 2028.12.
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.
메인엔진 모니터링/진단 솔루션 개발, Hanhwa Ocean, PM, 2023.08.~2023.12.
인공지능 학습용 데이터 구축사업, National Information Society Agency (NIA), 2023.06.~2023.12.
Development of data preprocessing and analysis framework for diagnosis and prognosis of spindle motor, Korea Electrotechnology Research Institute (KERI), PM, 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.
Predictive maintenance system configuration and training signal design for large-scale electric motor, Korea Electrotechnology Research Institute (KERI), PM, 2022.02. ~ 2022.11.
해운 물류 공급망 부문 인공지능 활용 교육, Korea Maritime Institute (KMI), PM, 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), PM, 2021.09. ~ 2021.12.
Deep learning-based channel signal estimation for wireless energy harvesting system, Sejong University, PM, 2021.03. ~ 2022.01.
Development of AI-based image classification technology and data acquisition platform for smart equipment management, Korea Electrotechnology Research Institute (KERI), PM, 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.