Publications & Projects
Battery Epidemiology: Data-driven diagnostics for tens of thousands of field EVs
J. Park, H. Son, S. Geum, M. Kim, S. Han* — Nature Energy (submitted)
V2G Fleet Scheduling with Layered Operator Framework for Real-time Energy Markets
M. Seo, H. Son, S. Han* — Applied Energy (submitted)
V2G Participation Strategies in IEEE Smart Grid Framework
M. Seo, H. Son, S. Han* — IEEE Trans. Smart Grid (submitted)
Behavioral Discount Factor for V2G: Empirical Analysis of 1,137 Real-world EVs
H. Son, M. Seo, S. Han* — Nature Communications (under review, Round 3)
Apartment Transformer-Constrained EV Charging Capacity Planning with 9 Scheduling Algorithms
M. Kim, H. Son, S. Han* — Applied Energy (submitted)
Cell Voltage Resolution Enhancement via Maximum Likelihood Estimation
S. Geum, J. Lee, S. Han* — J. Energy Storage (submitted)
Field ECM Parameter Estimation via Bayesian Inference for EV Batteries
S. Shin, J. Park, S. Han* — Applied Energy (in preparation)
AI Symbiosis Dynamics: Enrichment Paradox and Anti-fragility in Human-AI Systems
S. Han* — PNAS Nexus (submitted)
32
Journal Articles
23
Conference Papers
3,500+
Total Citations
10+
Research Projects
Journal Articles
32 peer-reviewed articles
J. Park, H. Son, S. Geum, Y. Hwang, S. Han, "Effect of terminal resistance and SoH asymmetry on parallel cell interaction and battery system degradation,"
Journal of Energy Storage, vol. 137, 118536, 2025.
H. Son, J. Park, M. Kim, Y. Hwang, S. Han, "Hydrothermal Air-Conditioner Optimal Control Scheduler Using Random Forest-Gradient Boosting Hybrid Model and Genetic Algorithm,"
IEEE Access, vol. 13, pp. 160737–160754, 2025.
S. A. Sardar, S. Iqbal, J. Park, S. Han, W. Y. Kim, "Field Data Retrieval for Electric Vehicles and Estimating Equivalent Circuit Model Parameters via Particle Swarm Optimization,"
Technologies, vol. 13, no. 3, 91, 2025.
J. Park, Y. Jin, W. Kam, S. Han, "A practical semi-empirical model for predicting the SoH of lithium-ion battery: A novel perspective on short-term rest,"
Journal of Energy Storage, vol. 96, 112659, 2024. Cited 33
M. Seo, D. Kodaira, Y. Jin, H. Son, S. Han, "Development of an efficient vehicle-to-grid method for massive electric vehicle aggregation,"
Energy Reports, vol. 11, pp. 1659–1674, 2024. Cited 10
M. Seo, Y. Jin, M. Kim, H. Son, S. Han, "Strategies for electric vehicle bidding in the German frequency containment and restoration reserves market,"
Electric Power Systems Research, vol. 228, 110040, 2024. Cited 17
Y. Jin, M. A. Acquah, M. Seo, S. Ghorbanpour, S. Han, T. Jyung, "Optimal EV scheduling and voltage security via an online bi-layer steady-state assessment method considering uncertainties,"
Applied Energy, vol. 347, 121356, 2023. Cited 33
Y. Jin, M. A. Acquah, M. Seo, S. Han, "Optimal siting and sizing of EV charging station using stochastic power flow analysis for voltage stability,"
IEEE Transactions on Transportation Electrification, vol. 10, no. 1, pp. 777–794, 2023. Cited 81
S. R. Heo, S. K. Han, "ESS capacity calculation method in hydrogen linked system,"
Transactions of the Korean Institute of Electrical Engineers, vol. 72, no. 2, pp. 222–227, 2023.
S. Ghorbanpour, Y. Jin, S. Han, "Differential evolution with adaptive grid-based mutation strategy for multi-objective optimization,"
Processes, vol. 10, no. 11, 2316, 2022.
J. Park, J. Choi, H. Jo, D. Kodaira, S. Han, M. A. Acquah, "Life evaluation of battery energy system for frequency regulation using wear density function,"
Energies, vol. 15, no. 21, 8071, 2022.
Y. Jin, M. A. Acquah, M. Seo, S. Han, "Short-term electric load prediction using transfer learning with interval estimate adjustment,"
Energy and Buildings, vol. 258, 111846, 2022. Cited 44
J. Yang, J. Jung, S. Ghorbanpour, S. Han, "Data-Driven Fault Diagnosis and Cause Analysis of Battery Pack with Real Data,"
Energies, vol. 15, no. 5, 1647, 2022. Cited 14
J. Park, D. Kodaira, K. A. Agyeman, T. Jyung, S. Han, "Adaptive power flow prediction based on machine learning,"
Energies, vol. 14, no. 13, 3842, 2021.
Y. Jin, B. Yu, M. Seo, S. Han, "Optimal aggregation design for massive V2G participation in energy market,"
IEEE Access, vol. 8, pp. 211794–211808, 2020. Cited 50
K. A. Agyeman, R. Umezawa, S. Han, "Frequency Performance Distribution Index for Short-Term System Frequency Reliability Forecast Considering Renewable Energy Integration,"
Energies, vol. 13, no. 11, 2945, 2020.
K. A. Agyeman, G. Kim, H. Jo, S. Park, S. Han, "An ensemble stochastic forecasting framework for variable distributed demand loads,"
Energies, vol. 13, no. 10, 2658, 2020. Cited 15
D. Kodaira, W. Jung, S. Han, "Optimal energy storage system operation for peak reduction in a distribution network using a prediction interval,"
IEEE Transactions on Smart Grid, vol. 11, no. 3, pp. 2208–2217, 2019. Cited 55
M. A. Acquah, S. Han, "Online building load management control with plugged-in electric vehicles considering uncertainties,"
Energies, vol. 12, no. 8, 1436, 2019.
D. Kodaira, J. Park, S. Y. Kim, S. Han, S. Han, "Impedance estimation with an enhanced particle swarm optimization for low-voltage distribution networks,"
Energies, vol. 12, no. 6, 1167, 2019.
M. Amoasi Acquah, D. Kodaira, S. Han, "Real-time demand side management algorithm using stochastic optimization,"
Energies, vol. 11, no. 5, 1166, 2018. Cited 24
D. Kodaira, S. Han, "Topology-based estimation of missing smart meter readings,"
Energies, vol. 11, no. 1, 224, 2018. Cited 12
K. S. Ko, S. Han, D. K. Sung, "A new mileage payment for EV aggregators with varying delays in frequency regulation service,"
IEEE Transactions on Smart Grid, vol. 9, no. 4, pp. 2616–2624, 2016. Cited 47
K. S. Ko, S. Han, D. K. Sung, "Performance-based settlement of frequency regulation for electric vehicle aggregators,"
IEEE Transactions on Smart Grid, vol. 9, no. 2, pp. 866–875, 2016. Cited 69
S. Han, H. Aki, S. Han, B. Kwon, J. B. Park, "Optimal charging strategy for a residential PEV battery considering bidirectional trade and frequency regulation,"
International Journal of Control, Automation and Systems, vol. 14, no. 2, pp. 587–597, 2016.
S. Han, D. Kodaira, S. Han, B. Kwon, Y. Hasegawa, H. Aki, "An automated impedance estimation method in low-voltage distribution network for coordinated voltage regulation,"
IEEE Transactions on Smart Grid, vol. 7, no. 2, pp. 1012–1020, 2015. Cited 65
K. A. Agyeman, S. Han, S. Han, "Real-time recognition non-intrusive electrical appliance monitoring algorithm for a residential building energy management system,"
Energies, vol. 8, no. 9, pp. 9029–9048, 2015. Cited 54
S. Han, S. Han, "Development of short-term reliability criterion for frequency regulation under high penetration of wind power with vehicle-to-grid support,"
Electric Power Systems Research, vol. 107, pp. 258–267, 2014. Cited 28
S. Han, S. Han, H. Aki, "A practical battery wear model for electric vehicle charging applications,"
Applied Energy, vol. 113, pp. 1100–1108, 2014. Cited 328
S. Han, S. Han, "Economic feasibility of V2G frequency regulation in consideration of battery wear,"
Energies, vol. 6, no. 2, pp. 748–765, 2013. Cited 99
S. Han, S. Han, K. Sezaki, "Estimation of achievable power capacity from plug-in electric vehicles for V2G frequency regulation: Case studies for market participation,"
IEEE Transactions on Smart Grid, vol. 2, no. 4, pp. 632–641, 2011. Cited 307
S. Han, S. Han, K. Sezaki, "Development of an optimal vehicle-to-grid aggregator for frequency regulation,"
IEEE Transactions on Smart Grid, vol. 1, no. 1, pp. 65–72, 2010. Cited 1,472
Citation counts from Google Scholar (updated 2026-03)
Conference Papers
23 conference contributions
W. Kam, S. Han, J. Park, H. Son, "Analysis of cell-level abnormality diagnosis based on battery pack voltage information," 2023 IEEE ITEC Asia-Pacific.
M. Seo, J. Park, H. Son, S. Han, "Novel Scheduling Methodology for Battery Wear Function Considering DoD-SoC Level," 2023 13th CPEEE.
D. Gong, M. Seo, H. Son, S. Han, "Development of V2G Simulator Considering System Uncertainty for Designing MILS," 2023 13th CPEEE.
D. Kodaira, S. Han, "Battery Degradation Platform and Model for Realistic Battery Use Cases," 2020 4th ICSGSC.
M. Seo, D. Kodaira, S. Han, "Reduction of computational complexity for optimal electric vehicle schedulings," 2020 IEEE PESGM.
C. Kim, H. Kim, S. H. Lee, S. Han, "Coordinated Power Smoothing Method of Wind Turbine Considering ESS Degradation Cost," 2019 IEEE Milan PowerTech.
M. G. Seo, C. H. Kim, S. K. Han, "Peak shaving of an EV aggregator using quadratic programming," 2019 IEEE ISGT Asia.
Y. Jin, K. A. Agyeman, S. Han, "Grid impact analysis of electric vehicles charging with different load profiles," 2019 IEEE ITEC Asia-Pacific.
H. Jo, C. Kim, S. Han, "Performance Evaluation of BESS for Korean Power System Using Equivalent Power System Circuit Model," IFAC-PapersOnLine, vol. 52, no. 4, pp. 246–251, 2019.
D. Kodaira, S. Han, "Optimal energy storage system operation model for peak reduction with prediction uncertainty," IFAC-PapersOnLine, vol. 52, no. 4, pp. 264–269, 2019.
K. A. Agyeman, J. Yuwei, S. Han, "Local and Global Adequacy Assessments of Power Network with EVs Considering Renewable Energy Integration and Auxiliary Service Support," 2018 IEEE REPE.
D. Kodaira, B. Yu, W. Jung, S. Han, "Optimized ESS operation for peak shaving based on probabilistic load prediction," 2018 IEEE ISGT Asia.
S. Park, S. Han, Y. Son, "Demand power forecasting with data mining method in smart grid," 2017 IEEE ISGT Asia. Cited 15
J. H. Choi, H. D. Jo, S. K. Han, "BESS life span evaluation in terms of battery wear through operation examples of BESS for frequency regulation," 2017 IEEE ISGT Asia. Cited 13
H. Jo, J. Choi, K. A. Agyeman, S. Han, "Development of frequency control performance evaluation criteria of BESS for ancillary service: A case study of frequency regulation by KEPCO," 2017 IEEE ISGT Asia. Cited 20
M. A. Acquah, S. Han, H. Kim, S. Park, H. Han, "Real-time peak control algorithm using stochastic optimization," 2017 IEEE CCWC.
K. A. Agyeman, S. Han, R. Umezawa, "A new approach for frequency based short-term reliability for a power system," 2016 PMAPS.
H. Aki, A. Murata, S. Han, "A survey and analyses on private vehicle use for the development of V2G/V2H management," 2015 IEEE VPPC.
S. Han, D. Kodaira, S. Han, J. Baek, "Practical impedance estimation in low-voltage distribution network," IFAC-PapersOnLine, vol. 48, no. 30, pp. 312–315, 2015.
S. Han, S. Han, "Economics of V2G frequency regulation in consideration of the battery wear," 2012 3rd IEEE PES ISGT Europe. Cited 10
S. Han, S. Han, K. Sezaki, "Economic assessment on V2G frequency regulation regarding the battery degradation," 2012 IEEE PES ISGT. Cited 101
S. Han, S. Han, K. Sezaki, "Optimal control of the plug-in electric vehicles for V2G frequency regulation using quadratic programming," 2011 IEEE PES ISGT. Cited 56
S. Han, S. Han, K. Sezaki, "Design of an optimal aggregator for vehicle-to-grid regulation service," 2010 IEEE ISGT. Cited 108
Research Projects
정부 + 산학 연구과제
10+
주요 과제
₩100억+
누적 연구비
7+
발주 기관
유럽 실시간 전력시장 V2G 전력거래 알고리즘 개발
현대엔지비(주)
EV배터리 이상(IH) 감지 솔루션 개발
중소벤처기업부
고효율 열관리 및 고안전 온라인 진단 상용차 배터리 모듈
산업통상자원부
차세대 배터리 관리 모듈 개발
산업통상자원부
V2G aggregator 실시간 최적 운용
현대엔지비(주)
배터리 화재 예방 Data-driven 이상진단 플랫폼
한국연구재단
OBD 기반 전기차 배터리 성능 진단
주식회사 휴렘
V2G EV 집합자원 최적 구성 및 운영
한국전기연구원
xEV Cabin 난방용 heater 모듈
중소기업기술정보진흥원
수소타운 통합에너지 운영 + ESS 구축
국토교통과학기술진흥원