Byeongmo Seo

College of Design

Works (13)

Updated: September 12th, 2023 05:03

2023 journal article

Comparative Analysis of ANN and LSTM Prediction Accuracy and Cooling Energy Savings through AHU-DAT Control in an Office Building

BUILDINGS, 13(6).

By: B. Seo n, Y. Yoon*, K. Lee * & S. Cho n

author keywords: EnergyPlus; artificial neural network; long short-term memory; discharged air temperature; optimal control
UN Sustainable Development Goal Categories
7. Affordable and Clean Energy (Web of Science; OpenAlex)
13. Climate Action (Web of Science)
Source: Web Of Science
Added: July 10, 2023

2023 journal article

Energy savings and life cycle cost analysis of advanced double skin facade system applied to old apartments in South Korea

JOURNAL OF BUILDING ENGINEERING, 71.

By: Y. Yoon n, B. Seo n, J. Mun & S. Cho n

author keywords: Double skin facade system; Retrofitting; Energy savings; Carbon dioxide emission; Life cycle cost analysis
UN Sustainable Development Goal Categories
Source: Web Of Science
Added: September 11, 2023

2023 journal article

Potential Cooling Energy Savings of Economizer Control and Artificial-Neural-Network-Based Air-Handling Unit Discharge Air Temperature Control for Commercial Building

BUILDINGS, 13(5).

By: Y. Yoon n, B. Seo n & S. Cho n

author keywords: EnergyPlus; artificial neural network; economizer; discharged air temperature; optimal control
UN Sustainable Development Goal Categories
7. Affordable and Clean Energy (Web of Science; OpenAlex)
13. Climate Action (Web of Science)
Source: Web Of Science
Added: June 19, 2023

2023 journal article

Predictive Model for Solar Insolation Using the Deep Learning Technique

INTERNATIONAL JOURNAL OF ENERGY RESEARCH, 2023.

By: J. Park *, S. Hong *, S. Yeon*, B. Seo n & K. Lee *

TL;DR: This study proposed the direction of future research by improving the performance of predicting insolation at 1 hour after the current time-step, which has time-dependent characteristics, by utilizinginsolation at 24 hours before the currenttime-step and insolation in addition to the forecasted weather data. (via Semantic Scholar)
UN Sustainable Development Goal Categories
13. Climate Action (OpenAlex)
Source: Web Of Science
Added: March 20, 2023

2020 journal article

Comparative analysis of cooling energy performance between water-cooled VRF and conventional AHU systems in a commercial building

APPLIED THERMAL ENGINEERING, 170.

By: B. Seo n, Y. Yoon n, B. Yu*, S. Cho n & K. Lee *

author keywords: Variable refrigerant flow (VRF); EnergyPlus; Matlab; BCVTB; Cooling energy; Water-cooled VRF
UN Sustainable Development Goal Categories
7. Affordable and Clean Energy (Web of Science; OpenAlex)
13. Climate Action (Web of Science)
Source: Web Of Science
Added: April 14, 2020

2020 journal article

Heating energy savings potential from retrofitting old apartments with an advanced double-skin facade system in cold climate

FRONTIERS IN ENERGY, 14(2), 224–240.

By: Y. Yoon n, B. Seo n, B. Koh & S. Cho n

author keywords: double-skin facade; retrofitting; high-rise apartment; heating energy; building simulation
UN Sustainable Development Goal Categories
Source: Web Of Science
Added: April 20, 2020

2019 journal article

ANN based automatic slat angle control of venetian blind for minimized total load in an office building

SOLAR ENERGY, 180, 133–145.

By: S. Yeon*, B. Yu *, B. Seo n, Y. Yoon n & K. Lee *

author keywords: ANN (Artificial Neural Network); Venetian blind; Slat angle; Daylight; EnergyPlus; Matlab; BCVTB
TL;DR: The ANN model was applied to minimize the combined total load consisting of lighting, cooling, and heating loads through automatic slat angle control of venetian blinds and it was confirmed that the cooling and heating load could be significantly reduced by real-time automatic control via the ANN under various operating conditions, rather than fixing the blinds at one angle. (via Semantic Scholar)
UN Sustainable Development Goal Categories
7. Affordable and Clean Energy (Web of Science; OpenAlex)
13. Climate Action (Web of Science)
Source: Web Of Science
Added: May 6, 2019

2019 journal article

Application of Artificial Neural Network for the Optimum Control of HVAC Systems in Double-Skinned Office Buildings

ENERGIES, 12(24).

By: B. Seo n, Y. Yoon n, J. Mun & S. Cho n

author keywords: Double Skin Facade; HVAC optimal control; EnergyPlus; load prediction; artificial neural network
UN Sustainable Development Goal Categories
7. Affordable and Clean Energy (Web of Science; OpenAlex)
13. Climate Action (Web of Science)
Source: Web Of Science
Added: January 27, 2020

2019 journal article

Application of artificial neural networks for optimized AHU discharge air temperature set-point and minimized cooling energy in VAV system

APPLIED THERMAL ENGINEERING, 153, 726–738.

By: J. Lee*, S. Hong *, B. Seo n & K. Lee *

author keywords: ANN (Artificial Neural Network); AHU (Air Handling Unit); AHU Discharge Air Temperature (DAT); EnergyPlus; Matlab; BCVTB (Building Controls Virtual Test Bed)
TL;DR: The findings suggest that the ANN model and the control algorithm showed energy saving potential for various types of forced air systems by taking dynamic operating conditions into account in each time-step. (via Semantic Scholar)
UN Sustainable Development Goal Categories
7. Affordable and Clean Energy (Web of Science; OpenAlex)
13. Climate Action (Web of Science)
Source: Web Of Science
Added: June 24, 2019

2019 journal article

Part load ratio characteristics and energy saving performance of standing column well geothermal heat pump system assisted with storage tank in an apartment

ENERGY, 174, 1060–1078.

By: D. Lee *, B. Seo n, S. Hong *, J. Choi * & K. Lee *

author keywords: EnergyPlus; Standing column well; Storage tank; Part load ratio; COP; Cooling and heating efficiency; Residential cluster homes
UN Sustainable Development Goal Categories
7. Affordable and Clean Energy (Web of Science; OpenAlex)
13. Climate Action (Web of Science)
Source: Web Of Science
Added: June 17, 2019

2019 journal article

Performance analysis of a double-skin facade system installed at different floor levels of high-rise apartment building

JOURNAL OF BUILDING ENGINEERING, 26.

By: Y. Yoon n, B. Seo n, B. Koh & S. Cho n

author keywords: Double skin facade; Retrofitting; High-rise apartment; Floor levels; Building simulation
UN Sustainable Development Goal Categories
Source: Web Of Science
Added: January 6, 2020

2018 journal article

Influences of different operational configurations on combined effects of room air stratification and thermal decay in UFAD system

ENERGY AND BUILDINGS, 176, 262–274.

By: B. Yu*, B. Seo n, S. Hong *, S. Yeon* & K. Lee *

author keywords: Underfloor air distribution; Thermal decay; EnergyPlus; Room air stratification; Underfloor supply plenum; Energy modeling
UN Sustainable Development Goal Categories
7. Affordable and Clean Energy (OpenAlex)
13. Climate Action (Web of Science)
Source: Web Of Science
Added: October 16, 2018

2018 journal article

Operational behavior characteristics and energy saving potential of vertical closed loop ground source heat pump system combined with storage tank in an office building

ENERGY AND BUILDINGS, 179, 239–252.

By: M. Kim*, B. Seo n, J. Lee*, J. Choi * & K. Lee *

author keywords: Vertical Closed Loop Ground Source Heat; Pump (VGSHP); Part Load Ratio (PLR); Energyplus; Heat storage tank; Coefficient of Performance (COP); Performance curve
UN Sustainable Development Goal Categories
7. Affordable and Clean Energy (Web of Science; OpenAlex)
13. Climate Action (Web of Science)
Source: Web Of Science
Added: December 3, 2018

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