Minsoo Kim
Minsoo Kim
Physical AI for Industrial Decision Making
Uncertainty-Aware Data-Driven Learning and Optimization
Privacy-Preserving Distributed Learning and Optimization
Ph.D Sogang University Aug. 2024 (Advisor : Hongseok Kim)
B.S Sogang University Feb. 2019
Journal Papers
[1st author] Probabilistic Forecasting + Industrial System Operation ( To be submitted to IEEE Transactions on Industrial Informatics in Aug. 2026 )
[1st author] DeepBOP ( To be Submitted to IEEE Transactions on Industrial Informatics in Aug. 2026 )
[1st author] Federated Learning + alpha ( To be Submitted to IEEE Transactions on Industrial Informatics in Jul. 2026 )
[2nd author] AI + Power System Optimization (Submitted to IEEE Transactions on Industrial Informatics in Jun. 2026)
[1st author] AI + Optimal Transmission Switching (Submitted to IEEE Transactions on Power Systems in Apr. 2026 )
[1st author] AI + Dynamic Line Rating Forecasting (Submitted to IEEE Transactions on Power Systems in Dec. 2025; First round of Revision)
Conference Papers
Journal Papers
[J8] Graph-based Large Scale Probabilistic PV Power Forecasting Insensitive to Space-Time Missing Data
[2nd author] K. Song, M. Kim and H. Kim, IEEE Transactions on Sustainable Energy, Aug. 2024.
[J7] Unsupervised Deep Lagrange Dual with Equation Embedding for AC Optimal Power Flow
[1st author] M. Kim and H. Kim, IEEE Transactions on Power Systems, May. 2024.
[J6] FedAND: Federated Learning Exploiting Consensus ADMM by Nulling Drift
[co-1st author] H. Kang*, M. Kim*, B. Lee, and H. Kim, IEEE Transactions on Industrial Informatics, Apr. 2024.
[J5] Stochastic Home Energy Scheduling Using Deep Learning-based Scenario Generation and Reduction
[1st author] M. Kim, T. Park, J. Jeong, and H. Kim, Applied Energy, Jul. 2023.
[J4] Sector Coupling and Migration Towards Carbon-Neutral Power Systems
[2nd author] M. Son, M. Kim, and H. Kim, Energies, Jan. 2023.
[J3] Cloud Energy Storage System Operation with Capacity P2P Transaction
[2nd author] J. Sim, M. Kim, D. Kim and H. Kim, Energies, Vol. 14, No. 2, pp.1-13, Jan. 2021.
[J2] Denoising Autoencoder-based Missing Value Imputation for Smart Meters
[2nd author] S. Ryu, M. Kim, and H. Kim, IEEE Access, Vol. 8, No. 1, pp.40656 - 40666, Mar. 2020.
[J1] Practical Operation Strategies for Energy Storage System Under Uncertainty
[1st author] M. Kim, K. Kim, H. Choi, S. Lee and H. Kim, Energies, Vol. 12, No. 6, pp.1-14, Mar. 2019.
Conference Papers
[C5] Probabilistic Dynamic Line Rating Forecasting with Line Graph Convolutional LSTM
[1st author] M. Kim, D. Vladimir, and J. Kim, 2025 IEEE Power & Energy Society General Meetings (PESGM), Mar. 2025
[C4] Unsupervised Learning to Solve AC Optimal Power Flow
[1st author] M. Kim, and H. Kim, 2024 IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (SmartGridComm), Sep. 2024
[C3] AnyCast: Efficient Graph Learning for Large-Scale PV Forecasting with Extreme Missing Data
[2nd author] K. Song, M.Kim, and H. Kim, 2024 IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (SmartGridComm), Sep. 2024
[C2] Projection-aware Deep Neural Network for DC Optimal Power Flow Without Constraint Violations
[1st author] M. Kim, and H. Kim, 2022 IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (SmartGridComm), Oct. 2022
[C1] Managing Load Uncertainty Leveraging Real-time Scheduling of Energy Storage System
[2nd author] K. Kim, M. Kim, and H. Kim, IFAC Workshop on Control of Smart Grid and Renewable Energy Systems, Jun. 2019, pp.1-5.
Experience
IBM Quantum Developer Certification Program ( Oct. 2023 ~ Dec. 2023 )
Climate Change AI Summer School ( Jun. 2023 ~ Jul. 2023, CCAI )
Selected for Special Lecture on Algorithms ( Aug. 2018, Samsung SDS )
Teaching Experience
Artificial Intelligence Communications (TA)
Advanced Engineering Mathematics (TA)
Reviewing
IEEE Internet of Things Journals
IEEE Transactions on Power Systems
IEEE Power & Energy Society General Meeting (PESGM) 2025
US
Home Energy Management System and Method Under Multiple Uncertainties
H. Kim and M. Kim, Pending
Korea
다수의 불확실성을 고려한 가정 에너지 스케줄링 및 방법
H. Kim and M. Kim, Filed 2023-12-29. (10-2023-0197022)
Current
Federated Learning based Power System Distributed Intelligence for Energy Privacy Protection
Mobile Blockchain based Intelligent Healthcare Solution Education and Research Team for Disaster and Emergency
Past
Development of Realtime Diagnosis Technology of Home Energy Usage and Smart & Autonomous Control/Management System
Charging / Discharging Algorithms for Home Energy Storage System
Renewable Energy and Energy Storage System Based Base Station Operation for Energy Optimization and Smart Distribution Network Security