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Selected Work

Achievements

Publications

  • Yoo, S., Joo, S., Ko, K.*, Jeong, T.* (2026). TriMa: Tri-strategy Margin-filtered Pseudo-labeling for Battery Swapping Demand Forecasting. Journal of the Korean Institute of Industrial Engineers (KIIE).

Presentations

Domestic

  • Ko, K., Cha, H., Kim, T., Yoo, S., Jeong, T.* (2025). A Study on Multilateral Transportation Matching and Equilibrium Price Determination in a 5PL Logistics Platform Environment. Fall Conference, KIIE, Daejeon, Korea.
  • Yoo, S., Ko, K., Kim, T., Jeong, T.* (2025). Improving Electric Two-Wheeler Battery Swap Demand Forecasting via Clustering and Data Augmentation. Spring Conference, Korean Society of SCM, Seoul, Korea.
  • Choi, M., Ko, K., Kim, T., Yoo, S., Joo, S., Jeong, T.* (2024). Location Optimization of Battery Swapping Stations for Electric Two-Wheelers in Sustainable Urban Delivery Services. Fall Conference, Korean Society of SCM, Seoul, Korea.
  • Kim, T., Ko, K., Choi, M., Yoo, S., Joo, S., Jeong, T.* (2024). Data-Driven Location Optimization of Battery Swapping Stations for Electric Two-Wheelers in Urban Delivery Services. Fall Conference, KIIE, Seoul, Korea.

Competitions

Domestic

  • Yoo, S., Kim, T. (2025). A Study on Multilateral Transportation Matching in a 5PL Logistics Platform Considering Robust Equilibrium Price Determination. Fall Conference, Korean Society of Logistics (KSCL), Seoul, Korea.
  • Finalist, Edge AI Developer Hackathon: Innovating On-Device Intelligence, Qualcomm, Korea, 2025. Project: “Paperclip: A Tone-Sensitive Writing Assistant for Clear and Culturally Appropriate Messaging.” View repository →
  • Yoo, S., Kim, W., Won, J. (2024). Volume Utilization Analysis of a Reinforcement Learning-Based Three-Dimensional Packing Problem According to Stack and Conveyor Variables. Fall Conference, KIIE, Seoul, Korea.
  • Outstanding Award, Field Camp Competition, KIIE, 2023. Project: “Optimal Location of Public Educational Facilities through Analysis of the School-Age Population.”

Honors

  • IPESK Next-Generation Engineer, Institute for Promotion of Engineering and Science of Korea (2026).
  • Presidential Science Scholarship, Ministry of Science and ICT, Korea (2025).
  • Sang-Ah Scholarship Foundation, Scholarship Recipient (2024).
  • Academic Excellence Award, Korea University (2023–2025).