>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 Safe RL

ㅡ Imitation Learning

ㅡ Multi-Agent RL

ㅡ Learning to Optimize

2. Deep Learning

ㅡ Time Series Problems

ㅡ Knowledge Distillation

• Optimization

1.  Probabilistic Optimization

ㅡ SO, RO, DRO, CC, CVaR

2.  Learning to Optimize

3.  Model Predictive Control

• Research Fields

1.  Power Systems

ㅡ OPF, VVO, ESS, V2G

2.  Sector Coupling

ㅡ AWHP (Heat & Electric)

ㅡ Gas and Electric Networks Optimization (Gas & Electric)

>Publications

Published

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

In Writing

• [J5] M. Son, A. Winter, and D. Beckham,  ....,  'Multi-Period Optimal Power Flow using RL',  IEEE TPWRS,  2024 (in Experiments)

• [J4] M. Son, K. Mbape, and C. Ronaldo,  ....,  'V2G Cost  .... using RL',  IEEE TSG,  2024 (in Preparation)

• [J3] M. Son, L. Messi, and A. Karina,  ....,  'ESS .... using RL',  IEEE TSG,   2024 (in Writing)

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

• 
  

>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 ....

• DeepOPF + ESS ....

• Pricing based Adjustment ....

• P2P among Charging...

>Projects

• Development of Digital Twin and Optimal Control Strategy for AWHP,   LG Electronics,   2024 - present 

• 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,  AMPLpy

• 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