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Deuk Woo Kim

Korea Institute of Civil Engineering and Building Technology

283, Goyang-daero

Gyeonggi-do

Korea, Republic of (South Korea)

SCHOLARLY PAPERS

11

DOWNLOADS

261

TOTAL CITATIONS

3

Scholarly Papers (11)

1.

Performance Gap Analysis for Korean Building Energy Efficiency Certification

Number of pages: 31 Posted: 28 Feb 2024
Seoul National University, Electronics and Telecommunications Research Institute, Korea Institute of Civil Engineering and Building Technology and Seoul National University
Downloads 49 (1,086,013)
Citation 1

Abstract:

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performance gap, building energy efficiency certification, energy performance, energy use intensity, uncertainty

2.

Analysis of the Need to Revise the Building Energy Efficiency Certificate for Non-Residential Buildings in South Korea

Number of pages: 35 Posted: 02 Sep 2023
Young-Sun Jeong and Deuk Woo Kim
Korea Institute of Civil Engineering and Building Technology and Korea Institute of Civil Engineering and Building Technology
Downloads 42 (1,170,409)

Abstract:

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Building energy efficiency certificate, Non-residential buildings, Building, Building energy policy, Building Energy Simulation, Reference buildings, Green buildings, Energy efficiency rating

3.

Impact of Calendarization on the Ashrae's Change-Point Models

Number of pages: 38 Posted: 14 Aug 2023
Hye Gi Kim, Seung Eon Lee and Deuk Woo Kim
Korea Institute of Civil Engineering and Building Technology, Korea Institute of Civil Engineering and Building Technology and Korea Institute of Civil Engineering and Building Technology
Downloads 35 (1,249,711)
Citation 2

Abstract:

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Calendarization, Change point linear model, Monthly energy consumption, Utility bill, Billing periods

4.

Metacognition of Building Energy Users for Inducing Energy Saving: Methodology Development and Case Study on Day-Care Centers in South Korea

Number of pages: 28 Posted: 16 Jun 2025
affiliation not provided to SSRN, Inha University, Inha University, Inha University, Inha University, Korea Institute of Civil Engineering and Building Technology and Inha University
Downloads 31 (1,332,057)

Abstract:

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Building energy open dataset, Machine Learning, Metacognition, User behavior

5.

Intrinsic Degree Hour: A Novel Data-Driven Framework for Profiling Urban Building Energy Use—Case Study in South Korea

Number of pages: 54 Posted: 04 Mar 2026
Korea Institute of Civil Engineering and Building Technology, Korea Institute of Civil Engineering and Building Technology, Korea Institute of Civil Engineering and Building Technology, Korea Institute of Civil Engineering and Building Technology, affiliation not provided to SSRN, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 26 (1,448,301)

Abstract:

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Intrinsic Degree Hour, Urban building energy modeling (UBEM), Data-driven energy analysis, Building energy benchmarking

6.

Impact of Topographic and Contextual Simplifications onUrban-Scale Building Shading Assessment

Number of pages: 50 Posted: 13 Mar 2026
affiliation not provided to SSRN, Sungkyunkwan University, Sungkyunkwan University, Sungkyunkwan University and Korea Institute of Civil Engineering and Building Technology
Downloads 22 (1,481,165)

Abstract:

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Urban context information, Urban shading effect, Urban-scale shading simulation, Skirt-extension, Accuracy-time trade-off

7.

Quantifying Seasonal Energy Drivers in Public Libraries: Category-Level Importance and Main–Interaction Effect Decomposition Using Explainable Machine Learning

Number of pages: 48 Posted: 20 Mar 2026
Korea University, Korea University, affiliation not provided to SSRN, Korea Institute of Civil Engineering and Building Technology and Korea University
Downloads 18 (1,500,778)

Abstract:

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Seasonal EUI, Category-level importance, SHAP decomposition, Interaction effects, random forest, Building compactness

8.

Fourier-based periodicity analysis and lightweight RC calibration for heating load modeling under limited sensing

Number of pages: 44 Posted: 20 Feb 2026
Seon-In Kim, Deuk Woo Kim and Eui-Jong Kim
Inha University, Korea Institute of Civil Engineering and Building Technology and Inha University
Downloads 16 (1,509,872)

Abstract:

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Fourier analysis, periodicity, prescreening, grey-box modeling, RC model

9.

Impact of Topographic and Contextual Simplifications on Urban-Scale Building Shading Assessment

Number of pages: 49 Posted: 08 May 2026
affiliation not provided to SSRN, Sungkyunkwan University, Sungkyunkwan University, Sungkyunkwan University and Korea Institute of Civil Engineering and Building Technology
Downloads 11 (1,566,597)

Abstract:

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Urban context information, Urban shading effect, Urban-scale shading simulation, Skirt-extension, Accuracy-time trade-off

10.

Parsimony in weather-based models of heating energy use: comparing causal total effects with regression coefficients

Number of pages: 38 Posted: 21 Jul 2026
Han-Gyeong Chu, Hye Gi Kim and Deuk Woo Kim
Korea Institute of Civil Engineering and Building Technology, Korea Institute of Civil Engineering and Building Technology and Korea Institute of Civil Engineering and Building Technology
Downloads 7

Abstract:

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Causal discovery, PC algorithm, Graph-based total effect, Heating energy use, Multicollinearity, Weather-variable dependency

11.

An XAI-informed framework for automating functional form selection and interaction diagnosis in generalized additive modeling

Number of pages: 45 Posted: 23 Jul 2026
Yeonsook Heo, Hanjoo Kim, Hyungbin Joo and Deuk Woo Kim
Korea University, Korea University, Korea University and Korea Institute of Civil Engineering and Building Technology
Downloads 4

Abstract:

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Generalized additive model, eXplainable Artificial Intelligence, SHAP, Random forest, Building energy prediction