Search Results - "Soo Park, Cheol"
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Decision making of HVAC system using Bayesian Markov chain Monte Carlo method
Published in Energy and buildings (01-04-2014)“…•This paper presents multi-criteria decision making under uncertainty.•A stochastic inference using Markov chain Monte Carlo method was applied.•Bayesian MCMC…”
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2
A review of uncertainty analysis in building energy assessment
Published in Renewable & sustainable energy reviews (01-10-2018)“…Uncertainty analysis in building energy assessment has become an active research field because a number of factors influencing energy use in buildings are…”
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3
An Experimental Investigation of Coherent Structures and Induced Noise Characteristics of the Partial Cavitating Flow on a Two-Dimensional Hydrofoil
Published in Fluids (Basel) (01-12-2020)“…In many practical submerged objects, various types of cavitation such as bubble, sheet, and cloud cavitation occur according to flow conditions. In spite of…”
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4
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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Predictability of occupant presence and performance gap in building energy simulation
Published in Applied energy (15-12-2017)“…•This study reports a new concept, ‘random walk’ occupants’ presence.•According to building types, the characteristics of occupants’ presences can…”
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Performance gap analysis for Korean building energy efficiency certification
Published in Energy and buildings (01-07-2024)“…Performance gap between predicted and measured building energy use can be caused by simplifications and assumptions introduced in the building energy modeling…”
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Correlation between occupants and energy consumption
Published in Energy and buildings (15-03-2016)“…•This paper shows the characteristics of occupants’ presence and behavior.•The degree of random characteristics was verified based on a random walk…”
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Predictability quantification of occupant presence in high-rise residential apartment buildings
Published in Energy and buildings (15-11-2022)Get full text
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10
Parameter estimation for building energy models using GRcGAN
Published in Building simulation (01-04-2023)“…Parameter estimation methods can be classified into (1) manual (trial-and-error), (2) numerical optimization (optimization, sampling), (3) Bayesian inference…”
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Stepwise deterministic and stochastic calibration of an energy simulation model for an existing building
Published in Energy and buildings (01-12-2016)“…•Calibration work should handle the following issues.•Uncertainty in the model, (2) inappropriate initial model.•Difference in sampling time, and (4) sensor…”
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BIM interface for full vs. semi-automated building energy simulation
Published in Energy and buildings (01-01-2014)“…•The paper reports BIM interface which converts IFC to EnergyPlus input file, IDF.•The interface supports full automated and semi automated interface (FAI and…”
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13
Effect of electric fields on the liftoff of nonpremixed turbulent jet flames
Published in IEEE transactions on plasma science (01-10-2005)“…The effect of electric fields on the liftoff of nonpremixed turbulent jet flames has been investigated by applying high-voltage alternate current (ac) to the…”
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14
Temporal and spatial variation in the predictability of building occupancy
Published in Building and environment (01-02-2019)“…It has been widely acknowledged that occupants are one of the major contributors to account for the performance gap between predicted vs. actual building…”
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15
Stochastic comparison between simplified energy calculation and dynamic simulation
Published in Energy and buildings (01-09-2013)“…•The paper reports stochastic comparison between ISO 13790 and EnergyPlus.•The paper delivers the audience the need of stochastic calibration for ISO…”
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16
Difficulties and limitations in performance simulation of a double skin façade with EnergyPlus
Published in Energy and buildings (01-12-2011)“…► We describe three cases for the difference between the reality and simulation of double skins. ► We deliver insights and lessons from the simulation and…”
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17
Parameter estimation of unknown properties using transfer learning from virtual to existing buildings
Published in Journal of building performance simulation (03-09-2021)“…This study proposes a transfer learning (TL)-based inverse modelling to identify unknown building properties. This study examines the transfer from virtual…”
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18
Local vs. integrated control of a variable refrigerant flow system using artificial neural networks
Published in HVAC&R research (13-09-2020)“…Existing studies have treated variable refrigerant flow (VRF) control as a local control problem where control variables are determined using only local state…”
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A case-based reasoning with the feature weights derived by analytic hierarchy process for bankruptcy prediction
Published in Expert systems with applications (01-10-2002)“…Case-based reasoning (CBR) is a methodology for problem solving and decision-making in complex and changing business environments. Many CBR algorithms are…”
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Resistive and capacitive technology recipes for peak cooling load reductions in the global south
Published in Journal of Building Engineering (15-05-2023)“…Buildings in the Global South are expected to drive a tripling of global cooling energy demand by 2050. In countries such as India, growth in energy use far…”
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