Research Project
Media Network Lab (MNLab), Korea Advanced Institute of Science and Technology
Research Assistant August 2017 -
Propose electric vehicle market model to optimize energy scheduling in local grid
Energy data management to recover energy missing data
Participated into research projects of MNLab as follows:
Development of energy transaction platform using blockchain technology
Developing blockchain based renewable energy certificate (REC) trading platform to maximize power efficiency in certain region
Develop proper data pre-processing and energy trading mechanism to maximize individual participant's profit
XAI(eXplainable AI) based smart energy data platform development (KEPCO)
Preprocessing the energy data (e.g., recovering missing data, data clustering, pattern recognition).
Develop battery state prediction algorithm, and degradation life cycle ratio
Developing energy management platform to control overall energy data
Preprocessing the cumulative Li-ion battery data and propose the method to predict the remaining useful life
Proposing proper operating plan of Li-ion battery to minimize the cost and safety risk in the household
Energy Information Technology Research Center (Energy ITRC)
Develop simulator for the energy data preprocessing.
Battery state prediction, and mathematically analysis for operation results according to user preferences.
Establishment of fire related data analysis platform to detect fire problem in practical environment
Analyzing indoor data such as humidity, temperature, air pollution to detect the fire problem
Clustering the data characteristic make it possible to detect the abnormal situation
Derive the relation of indoor data to monitor the real-time indoor status
Master degree project in Sogang University
Research Assistant March 2015 - Feb 2017
Proposed optimal battery scheduling to reduce peak value & total cost simultaneously.
Transactive energy & Distributed energy resources to manage smart grid system.
Participated into research projects of NICE Lab as follows:
Distributed Energy Resources Cooperation with Energy Storage System to mange Smart City Optimally (ETRI)
Provide mathematical modeling of Energy Storage System considering electric cost in Korea.
Research grant from Electronics and Telecommunications Research Institute (ETRI), Korea.
Based on Transactive Energy for Energy Market Trading (ETRI)
Suggest a way to trade distributed resources in local area
Construct energy trading platform to simulate price difference based on auction theorem
Development in Virtual Power Plant Technology to Aggregate Distributed Resources (KEPCO)
Applying the demand response algorithm that customer could make profit practically
Suggest a way to combine the result of commercial virtual power plant (CVPP) & technical virtual power plant (TVPP)
Community Energy Supply Facilities & Microgrid Business Model Development (ETRI)
Using Energy Storage System as power system stabilizer in local area
Develop multi-object ESS operation platform which could be applied in microgrid operation
National Demand Response Business Model Development for Small Scale Electric User (KETEP)
Data clustering to manage load electric data in smart city
Construct simulation platform to manage whole of electricity in smartgrid