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Academic papers and research achievements in energy AI and big data
| No. | Date | Title |
|---|---|---|
| 1 | 2026 | Quantifying urban building shading effect for data-driven building energy modeling |
| 2 | 2026 | Impact of Topographic and Contextual Simplifications on Urban-Scale Building Shading AssessmentUnder Review |
| 3 | 2026 | Quantifying Seasonal Energy Drivers in Public Libraries: Category-Level Importance and Main–Interaction Effect Decomposition Using Explainable Machine LearningUnder Review |
| 4 | 2026 | Intrinsic Degree Hour: A Novel Data-Driven Framework for Profiling Urban Building Energy Use—Case Study in South KoreaUnder Review |
| 5 | 2026 | DataNet: linking multi-faceted building energy datasets for effective performance analysis at scaleUnder Review |
| No. | Date | Title |
|---|---|---|
| 1 | 2025 | Spatial autocorrelation analysis for shading effect of buildings in gyeonggi province using local indicators of spatial association |
| 2 | 2025 | Toward Deployable UBEM Solutions: Data and Policy-Driven Modeling Strategies in South Korea and France |
| 3 | 2023 | A data-driven framework for building energy benchmarking: Time-series decomposition, clustering and change-point regression |
| No. | Date | Title |
|---|---|---|
| 1 | 2025 | 건물형상 및 외피 열특성 입력변수를 사용한 EnergyPlus 대리모델의 고도화 연구 |
| 2 | 2025 | 건물형상 입력변수 적용 방법에 따른 EnergyPlus 기반 건물에너지 대리모델 성능 비교 |
| 3 | 2022 | 그린리모델링 우선 대상 건물의 선별을 위한 에너지 성능 분류 모델 개발 |