Minsoo Kim
Research Interests
Data-driven Optimization for Energy Systems
Distributed Optimization / Machine Learning
Energy Informatics
Education
Ph.D Sogang University Aug. 2024 (Advisor : Hongseok Kim)
B.S Sogang University Feb. 2019
Publications
Journal Papers
[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
[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.
Submitted Papers
Journal Papers
[2nd author] P2P Energy Trading... ( submitted to Applied Energy in Mar. 2024 )
[2nd author] Graph-based PV forecasting... ( submitted to IEEE Transactions on Sustainable Energy in Jan. 2024 )
Conference Papers
[1st author] Federated Learning + alpha ( submitted to ECCV 2024 in Mar. 2024 )
Awards
Awards
Chancellor's Prize / Best Graduate Student Paper Award in Sogang University / 2023
Grand Prize / Best Paper Award in Department of Electronic Engineering Sponsored by Qualcomm / 2023
Participation Prize / Best Paper Award in Department of Electronic Engineering Sponsored by Qualcomm / 2022
Excellence Prize / Best Paper Award in Department of Electronic Engineering Sponsored by Qualcomm / 2019
Experiences
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 )
Serve in the Republic of Korea Air Force ( Dec. 2013 ~ Dec.2015 )
Teaching Experience
Artificial Intelligence Communications (TA)
Advanced Engineering Mathematics (TA)
Patents
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)
Projects
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
On-going Works
Journal / Conference Papers
[1st author] FL ( to be submitted to ECCV 2024 )
[co-1st author] Uncertainty-aware OP + alpha ( to be submitted to IEEE Transactions on Industrial Informatics in Mar.2024 )
[1st author] DF... ( to be submitted to IEEE Transactions on Smart Grid in Apr.2024 )
[2nd author] Battery prediction ( to be submitted to IEEE Transactions on Industrial Informatics in May.2024 )
[1st author] Faster PL... ( to be submitted to IEEE Transactions on Power Systems in May.2024 )
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[1st author] Meta... ( to be submitted to IEEE Transactions on Power Systems in 2024 )
[1st author] Neural System ... ( to be submitted to IEEE Transactions on Power Systems in 2024 )
[1st author] FL+Application... ( to be submitted to IEEE Transactions on Industrial Informatics in 2024 )
[3rd author] EMS Optimization... ( to be submitted to IEEE Transactions on Smart Grid in 2024 )
[1st author] OTS 1 ... ( to be submitted to IEEE Transactions on Power Systems in 2024 )
[1st author] OTS 2 ... ( to be submitted to IEEE Transactions on Power Systems in 2024 )
[1st author] Db method( to be submitted to AAAI 2024 )
[1st author] OFO( to be submitted to Smart Grid in 2024 )
Diff ADMM method
Gradient Compression
V2G...
UC...
FL+Drop ...
FL+Conformal...
Personalized ...
CBO ...
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