시스템 모델링 및 최적화 연구실
연세대학교 산업공학과
SYSTEMS MODELING AND PROGRAMMING LAB
DEPARTMENT OF INDUSTRIAL ENGINEERING, YONSEI UNIVERSITY - SYMPLY
시스템 모델링 및 최적화 연구실
연세대학교 산업공학과
SYSTEMS MODELING AND PROGRAMMING LAB
DEPARTMENT OF INDUSTRIAL ENGINEERING, YONSEI UNIVERSITY - SYMPLY
PAST MEMBERS
| 산업공학과-석사과정
이채영(Chaiyoung Lee) | 학부인턴연구원 2022.07-2024.02 | 산업공학과 석사과정 2024.03-2026.02 | 진로 SK주식회사 AX
학위 |
M.S. in Industrial Engineering, Yonsei University, 2026
B.A. in Quantitative Risk Management and B.S. in Industrial Engineering, Yonsei University, 2024
학위논문 |
Fairness-Aware Sharing Policy for Battery Energy Storage Systems in Residential Communities Enabled by Mathematical Optimization and Neural Networks (수리적 최적화와 신경망을 활용한 주거단지 에너지저장장치의 공정한 공유를 위한 운영 정책에 대한 연구)
연구실적 |
Lee, C. and Kwon, S. (2025). Fair and Benefit-guaranteed Sharing Strategy for Battery Energy Storage Systems in a Residential Community. Applied Energy, 383, 125350. (https://doi.org/10.1016/j.apenergy.2025.125350)
참여과제 |
혁신물류 최적화 자문 - LG 에너지솔루션
진로 |
SK 주식회사 AX
민혜원(Hyewon Min) | 학부인턴연구원 2023.07-2024.02 | 산업공학과 석사과정 2024.03-2026.02 | 진로 삼성전자 메모리사업부
학위 |
M.S. in Industrial Engineering, Yonsei University, 2026
B.S. in Atmospheric Sciences and B.S. in Industrial Engineering, Yonsei University, 2024
학위논문 |
Neural Dispatching Rule for Job Scheduling Problem Based on Optimization-Informed Learning (최적화 기반 학습을 활용한 작업 스케줄링 문제 해결을 위한 신경망 디스패칭 규칙에 관한 연구)
연구실적 |
Optimization-Informed Learning of Neural Dispatching Rules for Job Scheduling. Working Paper.
참여과제 |
혁신물류 최적화 자문 - LG 에너지솔루션
진로 |
삼성전자 메모리사업부
김두환(Duhwan Kim) | 산업공학과 석사과정 2023.03-2026.08 | 진로 TBU
학위 |
M.S. in Industrial Engineering, Yonsei University, 2026
B.S. in Mathematics and B.S. in Information and Statistics, Yonsei University, 2023
학위논문 |
An Optimization Model for Facility Capacity Planning in an Electric Vehicle Battery Closed-Loop Supply Chain under Extended Producer Responsibility with Return Timing and Quality Uncertainty (생산자책임재활용제도 하에서 반환 시점 및 품질 불확실성을 고려한 전기차 배터리 순환공급망 설비용량 계획 최적화 모형)
연구실적 |
A Two-Stage Stochastic Programming Model for Capacity Planning in Circular EV Battery Supply Chains under Extended Producer Responsibility. Under review, Annals of Operations Research.
진로 | TBU
김민서(Minseo Kim) | 학부인턴연구원 2023.03-2024.02 | 산업공학과 석사과정 2024.03-2026.08 | 진로 SK하이닉스
학위
M.S. in Industrial Engineering, Yonsei University, 2026
B.A. in Russian Language and Literature and B.S. in Industrial Engineering, Yonsei University, 2024
학위논문 |
Neural Approximation of Multi-Stage Stochastic Optimization for Real-Time Dispatch of Renewable Energy Sources with Battery Energy Storage (배터리 에너지 저장장치를 활용한 신재생에너지 실시간 디스패치를 위한 신경망 기반 다단계 확률적 근사 최적화 기법)
연구실적 |
Kim, M. and Kwon, S. (2024). Application of Supervised and Unsupervised Learning for Enhancing Energy Efficiency and Thermal Comfort in Air Conditioning Scheduling under Uncertain and Dynamic Environments. Energy and Buildings, 325, 115028. (https://doi.org/10.1016/j.enbuild.2024.115028)
Kim, M. and Kwon, S. (2025). Real-Time HVAC Control for Utilizing Demand Response and Renewable Energy using Optimization-Informed Supervised Learning. Energy and Buildings, 344, 115954. (https://doi.org/10.1016/j.enbuild.2025.115954)
Neural Approximate Optimization for Multi-Stage Real-Time Dispatch of Renewable Energy Sources with Battery Energy Storage. Under review, IEEE Transactions on Power Systems.
Online Identification of Equivalent Circuit Model Parameters for Lithium-Ion Batteries via Deep Reinforcement Learning. Under review, Journal of Energy Storage.
참여과제 |
강화학습 알고리즘을 활용한 모델 파라메터 최적화 및 활용 - 현대기아
진로 |
SK하이닉스
성준모(Joon Mo Sung) | 학부인턴연구원 2023.03-2024.02 | 산업공학과 석사과정 2024.03-2026.08 | 진로 박사과정 유학
학위 |
M.S. in Industrial Engineering, Yonsei University, 2026
B.S. in Food and Nutrition and B.S. in Industrial Engineering, Yonsei University, 2024
학위논문 |
Optimization-based Demand Charge Rate Design for Managing Peak Demand in Energy-Aware Production Scheduling (에너지 인식 생산 스케줄링에서의 피크 수요 관리를 위한 최적화 기반의 수요 요금 산정 방법론 연구)
연구실적 |
Sung, J. and Kwon, S. (2026). Demand Charge Determination for Managing Peak Demand in Energy-Aware Production Scheduling. Applied Energy, 415, 127953. (https://doi.org/10.1016/j.apenergy.2026.127953)
참여과제 |
혁신물류 최적화 자문 - LG 에너지솔루션
진로 |
Arizona State Univeristy - Industrial Engineering 박사과정
조익현(Ikhyun Jo) | 학부인턴연구원 2023.07-2024.02 | 산업공학과 석사과정 2024.03-2026.08 | 진로 기아
학위 |
M.S. in Industrial Engineering, Yonsei University, 2026
B.S. in Industrial Engineering, Yonsei University, 2024
학위논문 |
An Optimization Framework for Sustainable Supply Chain Management Considering Consumer Responsiveness (소비자 인식을 고려한 지속 가능한 공급망 관리를 위한 최적화 프레임워크)
연구실적 |
Consumer-Responsive Sustainable Supply Chain Management under Behavioral Demand Uncertainty. Under 2nd-round revision, International Journal of Production Economics.
진로 |
기아
| 디지털융합엔지니어링학과-석사과정
정다은 | 2024.03-2025.08
학위논문 | 배치공정을 포함한 유연흐름생산 스케줄링을 위한 상황적응형 디스패칭 규칙 (Adaptive Dispatching Rules for Scheduling in Flexible Flow Shops with Batch Processing)
직장 | SK주식회사 AX
김성수 | 2024.03-2025.08
학위논문 | 확률 기반 디스패칭 규칙을 통한 반도체 계측 장비 유휴 시간 최소화 (Minimizing Idle Time of Semiconductor Metrology Equipment Through a Probability-Based Dispatching Rule)
직장 | SK하이닉스
이인배 | 2025.03-2026.08
학위논문 | Digital twin 환경에서 Simulation 기반 최적화를 이용한 병목 공정의 동적 Buffer WIP 운영 연구 (A Study on Dynamic Buffer WIP Management for Bottleneck Processes through Simulation-Based Optimization within a Digital Twin Framework)
직장 | SK주식회사 AX
금승호 | 2025.03-2026.08
학위논문 | 변화량 기반 회귀모델과 선형계획법을 이용한 에피텍셜 웨이퍼 Edge 평탄도 공정 조건 보정 연구 (A Study on Process Condition Correction for Edge Flatness of Epitaxial Wafers Using Delta-Based Regression and Linear Programming)
직장 | SK실트론
| 학부 인턴 연구원
이재환 | 학부인턴연구원 2022.07-2024.06
학위 | Bachelor of Arts in Applied Statistics, Yonsei University, 2024
연구주제 | 지도학습 기반 배터리 에너지 저장장치 충전 및 방전 제어 최적화 방법론
연구실적 | Lee, J. and Kwon, S. (2024), Supervised Optimization Framework for Charging and Discharging Controls of Battery Energy Storage, IEEE Transactions on Smart Grid. 15(6), 5610 - 5621. (https://doi.org/10.1109/TSG.2024.3416369)
진로 | 카이스트 데이터 사이언스 대학원 석박통합과정
강태준 | 학부인턴연구원 2023.07-2025.02
학위 | B.S. in Industrial Engineering, Yonsei University, 2025
연구주제 | 공정간 대기시간 제한 제약 하의 유연 흐름공정 스케줄링을 위한 휴리스틱 디스패칭 규칙
진로 | 기아
이진아 | 학부인턴연구원 2023.07-2026.02
학위 | B.S. in Industrial Engineering, Yonsei University, 2026
연구주제 | 배치공정을 포함한 유연 흐름공정 스케줄링을 위한 분해기법 기반 최적화 방법론
진로 | 카이스트 산업및시스템공학과 대학원 석사과정
Ph.D. Students
Awnalisa Walker, Ph.D. in Industrial and Systems Engineering, August 2021.
Dissertation Title: Design of Operations Strategies and Control Policies for Battery Energy Storage in Residential Community: A Mathematical Optimization Approach
Sara Abedi, Ph.D. in Industrial and Systems Engineering, December 2021.
Dissertation Title: Battery Energy Storage Control Optimization Based on the Reinforcement Learning and Deep Long Short-Term Memory for Residential House Energy Management Systems
Sajad Karimi, Ph.D. in Industrial and Systems Engineering, December 2021.
Dissertation Title: Mathematical Optimization for Energy-Aware Production Scheduling and Renewable Energy Generation Forecasting for Unit Commitment
Masters Students
Awnalisa Walker, M.S. in Industrial and Systems Engineering, August 2018.
Thesis Title: A Two-Stage Stochastic Program for Inventory Balancing of Bike Sharing System
Hanan M Mansy, M.S. in Industrial and Systems Engineering, May 2019.
Thesis Title: Demand Response in Building Energy Management
Arushi Agarwal, M.S. in Industrial and Systems Engineering, May 2020.
Thesis Title: Breast Cancer Prognosis Using Stacking Ensemble Method
Lubna Tarawneh, M.S. in Industrial and Systems Engineering, May 2020.
Thesis Title: Modified Sweeping Approach For Solving Capacitated Vehicle Routing Problem
Rachel O’Connor, M.S. in Industrial and Systems Engineering, August 2020.
Thesis Title: Replenishment Optimization In Central Fill Pharmacies To Minimize Cost
Yuxin Yang, M.S. in Industrial and Systems Engineering, May 2021.
Thesis Title: Threshold- and Priority-Based Dispatching Rule in Mail-Order Pharmacy Automation Systems
Somya Sahay, M.S. in Industrial and Systems Engineering, May 2021.
Project Title: Study of Business Process Management Techniques for the Improvement of Replenishment Process in Central Fill Pharmacy Systems
Ashwin Pazhani, M.S. in Industrial and Systems Engineering, May 2021.
Project Title: Energy-Aware Scheduling: A Review of Applications, Methodologies, and Solution Approaches
Lydia Hanchett, M.S. in Industrial and Systems Engineering, May 2021.
Project Title: Simulation-Based Assessment of Solar Plus Storage Systems in Residential Houses