Research Topics
Artificial Intelligence Applications
Physics Informed Machine Learning and Digital Twin
Manufacturing Process and Quality Control with Deep Learning
Bio and Health Data Analytics with Deep Learning
Artificial Intelligence Algorithm
Interface between Machine Learning and Discrete Optimization
Explainable Artificial Intelligence (XAI) with Optimization
Robust Deep Learning against Data Variations
Learning Loss for Test-time Augmentation
Rehabilitation System Development for Disabled People with Artificial Intelligence
Outer-Points Shaver: Robust Graph-Based Clustering via Node Cutting
Optimal False Alarm Controlled Support Vector Data Description for Multivariate Process Monitoring
Autonomous Logistics Systems in Semiconductor Manufacturing with Reinforcement Learning
Analysis of Human NIR Spectra for Predicting Human Blood Glucose
Projects
Ongoing
비선형 동역학 시스템의 자가 진화형 디지털트윈 응용 연구실,
National Research Foundation of Korea (NRF), Basic Research Lab, Co-PI, 2023 – 2025디지털 커뮤니케이션의 반시민성 연구, 글로벌융복합콘텐츠연구소,
National Research Foundation of Korea (NRF), Co-PI, 2023 - 2024차세대 원전 기반 탄소중립 융합대학원 운영 사업,
Korea Institute of Energy Technology Evaluation and Planning (KETEP), Co-PI, 2023 – 2027인공지능 융합 혁신 인재 양성 사업,
Institute of Information & communications Technology Planning & Evaluation (IITP), Co-PI, 2022 – 2025Big Data Analytics Human Resources Development,
Brain Korea 21 (BK21), Co-PI, 2020 – 2025
National Grants (Completed)
Rehabilitation System Development for Disabled People with Artificial Intelligence,
National Rehabilitation Center (NRC), Co-PI, 2021 – 2023Smart Healthcare Big Data Application Consulting,
Seoul City, Co-PI, 2023-2023Recycling Malfunctioned Gas Insulated Substation Controller,
Korea Institute for Advancement of Technology (KIAT), PI, 2020 – 2022Machine Learning Lecture for Students of Liberal Arts and Social Science, K-MOOC,
Ministry of Education, Co-PI, 2021 – 2021Electrical Fire Prevention System with IoT and Artificial Intelligence,
Ministry of Land, Infrastructure and Transport (MOLIT), Co-PI, 2021 – 2022Robust Deep Learning with Test-time Data Augmentation for Autonomous Vision Inspection,
National Research Foundation (NRF), PI, 2020 – 2021
Industrial Projects (Completed)
Customer Field Return Material Authorization False Rate Prediction,
LG Display (Jul 2022 – Oct 2023, Co-PI@KHU)Autonomous Logistics Systems in Semiconductor Manufacturing with Reinforcement Learning,
Samsung Electronics (May 2020 – Dec 2020, Co-PI@SWU)Chemical Production Control with Deep Neural Network and Optimization,
SK Nexlene (Jun 2020 – Dec 2020, Co-PI@SWU)Enhancing the Performance of Soft Sensor for Chemical Production System,
SK innovation (Jul 2019 – Feb 2020, DS@Si)Demand Forecasting and Logistics Optimization for Domestic Oil Products,
SK innovation (Mar 2019 – Feb 2020, DS@Si)Oil Price Analysis Based on News Articles with Deep Learning,
SK innovation (Mar 2019 – Feb 2020, DS@Si)Detecting Driving Disturbance Factors in Road Scenes with Deep Learning,
Hyundai Motors (Jun 2018 – Nov 2018, RA@KU)Developing Virtual Metrology Method for Multiple Manufacturing Chambers,
SK Hynix (Nov 2016 – Oct 2018, RA@KU)Enhancing Competency of Artificial Intelligence Systems,
Hanhwa S&C (Jul 2018 – Aug 2018, RA@KU)Predicting the Congestion of OHT in Semiconductor Manufacturing,
Samsung Electronics (Feb 2016 – Sep 2016, RA@KU)Analysis of Human NIR Spectra for Predicting Human Blood Glucose,
Samsung Advanced Institute of Technology (Mar 2015 – Sep 2015, RA@KU)Prediction Method for Base Station Electronic Power Management,
Samsung Electronics (Mar 2015 – Aug 2015, RA@KU)Sales Price Optimization of Stores and Forecasting Demand of Clothes,
Samsung Cheil Industries (Jun 2014 – Nov 2014, RA@KU)Intelligent Legal Discovery System for Ministry of Justice,
Korea Institute of Science and Technology Information (Sep 2013 – Nov 2013, RA@KU)Web VOC Development to Analyze Market Trend of Electronic Devices,
LG Electronics (May 2013 – Nov 2013, RA@KU)
Collaborators
