Search Results - "Cho, Seongkwon"
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Rule reduction for control of a building cooling system using explainable AI
Published in Journal of building performance simulation (02-11-2022)“…Although it is widely acknowledged that reinforcement learning (RL) can be beneficial for building control, many RL-based control actions remain unexplainable…”
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Predictability and periodicity of occupant lighting control in high-rise residential buildings
Published in Energy and buildings (15-10-2023)“…The occupant behavior (OB) is known to be a significant factor that causes the performance gap. Many studies have developed OB models to address this issue,…”
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Occupant behavioural freedom in building energy use
Published in Applied energy (01-01-2025)“…Building occupant behaviour is known to be an important factor that drives building energy use and the associated carbon emissions. A substantial body of work…”
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Local vs. federated cooling control for an office space with heat pump and photovoltaic systems
Published in Energy and buildings (15-10-2024)“…Most of existing heat pump controls have been treated as local control problems where their control actions are solely based on local information, e.g. indoor…”
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Application of transfer learning to overcome data imbalance and extrapolation for model predictive control: A real-life case
Published in Energy and buildings (15-05-2024)“…This paper proposes a transfer learning (TL)-based control-oriented model development framework. In particular, this study examines the transferability from…”
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Development of an FDD model for an existing building using transfer learning
Published in HVAC&R research (25-11-2024)“…Building heating, ventilation, and air conditioning (HVAC) systems are affected by several errors that can cause thermal discomfort to occupants and waste…”
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Integrated control of radiant floor heating systems in residential buildings
Published in Journal of building performance simulation (03-03-2024)“…The 'ideal' optimal control of a radiant floor heating system (RFHS) can be achieved when a central controller is fully aware of the interrelationship between…”
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Stochastic Assessment for Model Predictive Control of a Variable Refrigerant Flow System
Published in 2023 Annual Modeling and Simulation Conference (ANNSIM) (23-05-2023)“…It has been widely acknowledged that technical building performance can be influenced by many uncertain factors such as weather, scenarios, occupant behavior,…”
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