>Education

• Sogang University,  Seoul

Ph.D Student

Sep. 2021 - Present

Advisor:  Prof. Hongseok Kim

• Hongik University,  Seoul                                                        

B.S in Electronic and Electrical Engineering

Mar. 2015 -  Feb. 2021 (including military services for two years)

Advisor:  Prof. Balho Kim

>Research Interests

• Machine Learning

1. Reinforcement Learning

ㅡ Model-Free, IL, Offline-RL, ....

2. Graph NN

3. Time Series Problem

• Optimization

1.  Probabilistic Optimization

ㅡ Tackling Uncertainties

ㅡ Forecasting-Free Control

2.  ANN for Oprimization

• Research Fields

1.  Active Distribution Networks(ADN)

ㅡ OPF, VVO, BESS, V2G, Stability Analysis

2.  Sector Coupling

>Publications

• 
  

• [J3] M. Son, L. Messi, and A. Karina,  ....,  'Novel Control Strategy .... via RL',   JEPE(ELSEVIER),   2024 (in Writing)

• [J2] H. Kane, M. Son, and Neymar Jr.,  ....,  'Decision-Focused ....',  2024 (in Writing)

• [J1] M. Son, M. Kim, and H. Kim,  'Sector Coupling and Migration towards Carbon-Neutral Power Systems',   ENERGIES,   2023

>On-going Works

• Please feel free to contact me, if you are interested in the works below.

• Cooperative Aggregator in the Distribution Network ....

• Inverse RL based cost .... End-t0-End ....

• DRO based Stochastic OPF ....

• Deep One-Class Classification based ....

• Generative Model based DRO ....

• Differentiable Feasible Region ....

• Anomaly Detection based ....

• Knowledge Distillation based ....

• DeepOPF + ESS ....

• Pricing based Adjustment ....

• P2P among Charging...

>Projects

• Development of V2G EMS and Algorithm considering the Uncertainty of Renewable Energy,   KERI,   2024 - present

• Development of  the EV Charging Strategy and Service Platform considering Uncertainty,   ENCORED,   2023 - 2024  

• Development of the Optimal Control Strategy of Home ESS,   LG Electronics,   2023

• Research on Sector Coupling and Energy AI,   Ministry of  SMEs and Startups,   2021

>Skills

• AI

  1.  Pytorch

  2.  TensorFlow

  3.  Keras

• Optimization

  1.  Python 

ㅡ CVXPY,  Gurobipy,  Pyomo

• 2.  Julia 

ㅡ JuMP

• 3.  MATLAB 

ㅡ CVX,  YALMIP

• Tools

  1.  OpenDSS

  2.  Simulink

>Awards

• Excellence Prize(우수상),   Sogang EE's Paper Competition sponsored by BK21 and Qualcomm,   2023

>Scholarship

• BK21 Four,  Sep. 2021 - Present