RESEARCH EXPERIENCE

Vision-based estimation of occupant information

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  • Keywords: Computer vision; Metabolic rate; Clothing insulation; Thermal comfort; Deep learning
  • Purpose: Developing novel technology to estimate occupant information (e.g., metabolic rate, clothing insulation) using computer vision
  • Project: Graduate research assistant. (2017 - 2020). Occupants-behavior-learning type smart space for elderlybased on cyber physics system. National Research Foundation of Korea
  • Publications: 1, 2, 3, 4

Implementation of occupant-centric building control

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  • Keywords: Occupant-centric control; Occupant information; Building energy performance; Thermal comfort; Deep learning, Field implementation
  • Purpose: Developing and validating strategies to control HVAC systems based on occupant information (e.g., number of occupants, metabolic rate, clothing insulation)
  • Project: Graduate research assistant. (2020 - 2022). Development of smart hybrid envelope systems for zero energy buildings through holistic performance test and evaluation methods and field verifications, Korea Institute of Energy Technology Evaluation and Planning
  • Publications: 1, 2, 3, 4

Implementation of MRT-based air conditioner control

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  • Keywords: Building control; Mean radiant temperature; Building energy performance; Machine learning; Co-simulation (EnergyPlus-MATLAB)
  • Purpose: Predicting the mean radiant temperature in Kuwait houses using machine learning techniques and controlling the rooftop package air conditioner based on the prediction
  • Project: Graduate research assistant. (2019 - 2021). MbAC algorithm code programming and reliability evaluation research service. Korea Conformity Laboratories
  • Publications: 1

Developement of slim dobule-skin windows

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  • Keywords: Slim double-skin window; Smart window; Building energy performance; CFD simulation
  • Purpose: Analyzing the heat transfer of SDSW using CFD simulation and demonstrating the energy saving performance of SDSW through experiments
  • Project: Graduate research assistant. (2017 - 2018). Airflow analysis and energy performance evaluation of non-shading windows capable of natural ventilation through a cavity. Kolon Global
  • Publications: 1, 2

Development of ventilation strategies to reduce particulate matter

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  • Keywords: Particulate matter; Pressurized ventilation; Indoor air quality; Measurement; CONTAM
  • Purpose: Developing and validating control strategies (e.g., pressurized ventilation) to reduce particulate matter concentrations in classrooms
  • Project: Graduate research assistant. (2020 - 2021). Consultation on air environment improvement according to shcool type and demonstration of customized air environment improvement plan. National Research Foundation of Korea
  • Publications: 1

Search for the optimal installation location of the adsorptive material

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  • Keywords: Adsorptive material; VOCs; Indoor air quality; CFD simulation
  • Purpose: Developing algorithms and programs that can quickly find the optimal installation location of adsorptive materials in residential buildings
  • Project: Graduate research assistant. (2017 - 2020). Developement of building technology to improve the living performance closely related with lifestyle to realize the housing welfare. Korea Agency for Infrastructure Technology Advancement
  • Publications: 1, 2, 3