CV
Education
- M.S. in Industrial and Management Engineering, Hanyang University ERICA, 2024 - Present
- Industrial Operations & Data Analytics (IODA) Lab
- Advisor: Prof. Stephane Barde
- B.S. in Industrial and Management Engineering, Hanyang University ERICA, 2022 - 2024
Research Interests
- Prognostics and Health Management (PHM)
- Time-Series Forecasting
- Edge Computing & Model Compression
Publications
Journal Articles
- T. Kim, Y. Seo, S. Barde, “Edge-compatible SOH Estimation for Li-ion Batteries via Hybrid Knowledge Distillation and Model Compression,” Journal of Energy Storage, Nov 2025.
- Y. Seo, T. Kim, S. Barde, “Enhancing Battery SOH Prediction with Physics-Informed Neural Networks in Data-Scarce Environments,” Energy, Oct 2025.
Conference Papers
- T. Kim, Y. Seo, S. Barde, “Hybrid Compression for Accurate End of Life Prediction on Edge Battery Management System,” IEEE Global Reliability & PHM Conference, 2025.
- Y. Seo, T. Kim, S. Barde, “Robust SOH Prediction for Lithium-Ion Batteries via ProbSparse Informer Architecture,” IEEE Global Reliability & PHM Conference, 2025. (Best Paper)
Patent
- S. Barde, T. Kim, Y. Seo, “Integrated Compression Pipeline for Battery Prognostics and SOH·EOL·RUL Prediction Method,” Korea Patent Application No. 10-2025-0145236, Filed Oct 2025.
Honors & Awards
- Grand Prize, Factory Hack Korea 2025, Ministry of Trade, Industry and Energy, Dec 2025
- Best Paper Award, IEEE Global Reliability & PHM Conference, Oct 2025
- Excellence in Presentation Award (Poster), KSRM Spring Conference, Jun 2025
Work Experience
- Research Intern, Korea Institute of Industrial Technology (KITECH), Jul - Aug 2024
- Developed tool wear prediction algorithms for CNC machining processes to optimize cutting conditions
- Tech Stack: Python, PyTorch
- Research Intern, Edge Cross AI, Jul - Aug 2023
- Developed OPC UA-based data acquisition firmware for edge computing environments
- Built real-time equipment condition prediction models for edge devices
- Tech Stack: C++, MODBUS
- International Student Mentor, Hanmille, Hanyang University, Sep - Dec 2022
- Supported 2 international students with university life adaptation
Research Experience
- Undergraduate Research Assistant, Queueing and Stochastic Lab, Hanyang University ERICA, Jan - Dec 2023
- Advisor: Prof. Sun Hur
- Developed defect classification model for automotive ignition coils
- Teaching Assistant: Mathematical Statistics, Applied Statistics
Projects
- Industrial AI Manufacturing Innovation Program, Sep 2024 - Present
- Research on knowledge distillation for on-device lithium-ion battery SOH estimation
- Tech Stack: Python, MATLAB
- TinyML-based Intelligent Manufacturing Equipment Management System, Jan - Jul 2023
- Developed firmware environment from data collection to analysis
- Tech Stack: C++, Python
Skills
- Programming: Python, PyTorch, ONNX, Pandas, NumPy, C++
- Languages: Korean (Native), English (Intermediate-Advanced)
Military Service
- Republic of Korea Army, Sergeant, Jun 2018 - Jan 2021
- GOP duty, surveillance and reconnaissance operations
- Received commendation for exemplary service
- Founding Member & Executive Committee, HY PASS (University Football Club), Mar - Dec 2023
- Established club and recruitment system, recruited 30+ members
- Organized 1st Ansan University Festival, contributed to championship
- Executive Committee, Leaders (Department Soccer Team), Mar 2022 - Aug 2024
- Achieved 3rd place among 10 teams at Engineering College Sports Competition
