Research & Project Associate · Korea University
Lab Manager · Jul. 2026 – Present
Research Area
Industrial AI & PHM · Data-centric AI · Robust Predictive Modeling
Research Projects
- Explored foundation model-based and meta-learning-based approaches for RUL prediction across heterogeneous equipment domains.
Research Intern · Seoul National University
Research Area
Graph-based Reasoning · Multi-hop QA · Protein Structure Prediction
Research Projects
- Designed a robust modeling framework for multi-hop QA by leveraging graph structures in the verification process.
- Developed an energy-based model for evaluating protein decoys, enabling quantitative assessment of structural plausibility.
Research Intern · Korea University
Research Area
Semi-supervised Learning · Data Augmentation · Demand Forecasting · Optimization
Research Projects
- Integrated optimization of future logistics and freight brokerage in multi-supply chain systems: intelligent last-mile and middle-mile algorithms based on 5PL platforms.
- Location optimization of battery swapping stations for electric two-wheelers in sustainable urban delivery (Industry–Academia Joint Technology Development, LINC 3.0).