CV
This is the page for my Curriculum Vitae (CV).
Contact Information
| Name | Jaehwan Lee |
| Professional Title | Ph.D. Student |
| jh.lee@kaist.ac.kr |
Professional Summary
Ph.D. student in Data Science at KAIST, focusing on the integration of quantum computing and operations research for sustainability.
Experience
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2025 - present Daejeon, Korea
Graduate Researcher
Computational Optimization Methods (COMET) Lab
Supervised by Prof. Changhyun Kwon
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2024 - 2024 Daejeon, Korea
Undergraduate Researcher
Computational Optimization Methods (COMET) Lab
Supervised by Prof. Changhyun Kwon
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2022 - 2024 Seoul, Korea
Undergraduate Researcher
Systems Modeling And Programming Lab @ Yonsei (SYMPLY)
Supervised by Prof. Soongeol Kwon
Education
Publications
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2024 Supervised Optimization Framework for Charging and Discharging Controls of Battery Energy Storage
IEEE Transactions on Smart Grid
Vol. 15, No. 6, pp. 5610-5621. Nov. 2024.
Projects
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Neural Combinatorial Optimization with Decision Transformer Framework
Reinforcement Learning Course Team Project
- Tools & technologies: Python, PyTorch, OR-Tools
- Conducted research and led team to design neural combinatorial optimization approach based on decision transformer.
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Optimizing Energy Consumption by Integrating Machine Learning and Mathematical Optimization
Final Project in ESC 29th
- Tools & technologies: Python, Scikit-learn, Gurobi
- Studied predict-then-optimize methodology for optimal energy consumption scheduling.
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Predicting Current Happiness of Seoulites with Happiness Index Data
Final Project in ESC 28th
- Tools & technologies: R, RStan, Rcpp
- Studied bayesian statistics and bayesian machine learning for quantifying uncertainty.
Skills
Programming: Python, C++, R
Tools: PennyLane, Qiskit, Gurobi, ORTools
Languages
Korean : Native
English : Intermediate
Interests
Optimization: Data-driven Optimization, Contextual Optimization, Combinatorial Optimization
Quantum: Quantum Machine Learning, Variational Quantum Algorithms, Quantum Optimization
Activities
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2023 - 2023 Yonsei University
Vice President
Expanded Statistics Club (ESC), 29th
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2022 - 2022 Yonsei University
Member
Expanded Statistics Club (ESC), 28th
Awards
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2023 2nd Prize, BIG CONTEST 2023
Big Data Analysis with Emerging Technology
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2022 4th Prize, BIG CONTEST 2022
Big Data Analysis for Innovation
Honors
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2022 Academic Honors, Spring 2022
Yonsei University
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2021 Academic Excellence, Fall 2021
Yonsei University