Current Projects

• Development of artificial intelligence quality management and supply-demand management operation platform for data-based smart distribution, Korea Institute of Planning and Evaluation for Technology in Food, Agriculture, and Forestry (IPET), Co-PI, Apr. 2022 - Dec. 2024.

• Development of Reliable and Robust Domain Generalization Method for Battery Diagnosis in Diverse Environments Using Machine Learning, National Research Foundation (NRF) of Korea, Principal Investigator, Mar. 2023 – Feb. 2026.

• Development of satellite-based mesoscale convection diagnosis and prediction technology (III), National Meteorological Satellite Center, Co-Pi, Apr. 2023 - Nov. 2023.

• Development of dangerous weather forecast support technology through meteorological satellite and multi-information convergence (III), National Meteorological Satellite Center, Co-Pi, Apr. 2023 - Nov. 2023.

• Development of AI-based Lifting Lug Optimal Placement Algorithm, Daewoo Shipbuilding & Marine Engineering (DSME), Principal Investigator, Apr. 2023 - Nov. 2023.

Completed Projects

• Development of Big Data Analysis and Learning Algorithms for Industrial Problems, Dongguk University, Principal Investigator, Mar. 2017 - Feb. 2018.

• Development of AI Structure and Algorithms for Cold Rolling Set-up Dealing with Material Deviation of Giga Steel, POSCO, Principal Investigator, Nov. 2017 - Sep. 2018.

• Domain-Specific Keyword Extraction and Summary Generation, Incizor, Principal Investigator, Sep. 2018 – Aug. 2019.

• Development of High Accuracy AI-based Model for Initial Set-up Values in Cold Rolling, POSCO, Principal Investigator, Jan. 2019 - Oct. 2019.

• Conversation Robot for Natural Language Recognition and Sentiment Dialog, Ministry of Trade, Industry and Energy (MOTIE) of Korea, Co-PI, Jan. 2019 - Dec. 2019.

• Risk Information Retrieval and Classification Algorithm in Korean Documents, Incizor, Principal Investigator, Sep. 2019 – Aug. 2020.

• Development and Validation of Intelligent Algorithm for Price/Volume Prediction and Optimal Distribution in Agricultural Industry (translated from original Korean title), Ministry of Agriculture, Food and Rural Affairs of Korea, Co-PI, Sep. 2019 - Aug. 2020.

• Development of Korean weather forecasting system based on statistical learning and AI for improving the prediction accuracy, National Research Foundation (NRF) of Korea, Co-PI, Sep. 2017 – Feb. 2021.

• Clustering and Pattern Recognition for Complaint Documents, Incizor, Principal Investigator, Oct. 2020 – Mar. 2021.

• Development of Category Classification Algorithm for Korean News, Incizor, Principal Investigator, Apr. 2021 – Mar. 2022.

• Development of Artificial Intelligence-based Lifting Plan Automation System, Daewoo Shipbuilding & Marine Engineering (DSME), Principal Investigator, Apr. 2022 - Oct. 2022.

• Development of Explainable Meta Learning (X-META) Methodology for Facility-Agnostic Prognostics and Health Management, National Research Foundation (NRF) of Korea, Principal Investigator, Mar. 2020 – Feb. 2023.

• High-performance single-crystal electrocatalyst laboratory by machine learning, National Research Foundation (NRF) of Korea, Co-PI, Jul. 2020 – Feb. 2023.

• Development of page object detection algorithm for lossless object detection in technical documents, Incizor, Principal Investigator, May. 2022 – Apr. 2023