Publication

• Barquilla, C. A. M., Lee, J. and He, S. Y. (2023) “The impact of greenspace proximity on stress levels and travel behavior among residents in Pasig city, Philippines during the COVID-19 pandemic,” Sustainable Cities and Society. Elsevier BV. doi: 10.1016/j.scs.2023.104782.

• Lee, J., Barquilla, C. A. M., Park, K., & Hong, A. (2024). "Urban form and seasonal PM2. 5 dynamics: Enhancing air quality prediction using interpretable machine learning and IoT sensor data". Sustainable Cities and Society, 117, 105976. 

• Jun, M. J., Park, Y., Lee, J., Kang, S., Barquilla, C. A., Yun, M., ... & Gu, Y. (2024). "Linkages between urban growth and land surface temperature variations in the Seoul metropolitan area: A spatial first-order difference approach". Sustainable Cities and Society, 108, 105441. 

• Lee, D., Barquilla, C. A. M., & Lee, J. (2025). "Analyzing Dispersion Characteristics of Fine Particulate Matter in High-Density Urban Areas: A Study Using CFD Simulation and Machine Learning". Land, 14(3), 632. 

Conference

• Barquilla C.A.M.·이정우, "스트리트뷰 이미지 분할을 통해 횡단보도에서의 보행자 충돌 위험에 영향을 미치는 건조환경 특성에 관한 연구 -한국, 서울의 사례 연구", (사)한국도시설계학회 추계학술대회, 강원대학교, 2024.10.12

• Barquilla C.A.M. and Lee, J. "Predictive Modeling of Pedestrian Crosswalk Accidents Incorporating Built Environment Features: An Explainable Machine Learning Approach A case study of Seoul, South Korea", International Conference of Asia-Pacific Planning Societies, 2024.08.23

• Barquilla C.A.M. and Lee, J. "Exploring the Effects of Built Environment Characteristics on Traffic Collisions via Image Segmentation and Machine Learning Techniques", International Conference of Asia-Pacific Planning Societies, 2023.08.18

• Barquilla C.A.M. and Lee, J. "Predicting air pollution and seasonal variation using random forest model: The case study of Seoul, Korea", 5th World Planning Schools Congress 16th Asian Planning Schools Association Congress, 2022.08.31

• Barquilla C.A.M. and Lee, J. "Analysis of the influence of urban forms on the seasonal variation of particulate matter using machine learning approach: A case study of Seoul, Korea", International Conference of Asia-Pacific Planning Societies, 2022.08.20

• Barquilla C.A.M. and Lee, J. "Accessibility, perception and usability to urban greenspaces in times of COVID-19 pandemic: a case study in Pasig City, Philippines",  International Conference of Asia-Pacific Planning Societies, 2021.08.21

Award

• Best paper award (우수논문상), 한국도시설계학회 추계학술대회, 강원대학교, "스트리트뷰 이미지 분할을 통해 횡단보도에서의 보행자 충돌 위험에 영향을 미치는   건조환경 특성에 관한 연구 -한국, 서울의 사례 연구 ", 2024.10.12 

• YUPN Best paper award, International Conference of Asia-Pacific Planning Societies, Barquilla C.M. and Lee, J. "Predictive Modeling of Pedestrian Crosswalk Accidents Incorporating Built Environment Features:   An Explainable Machine Learning Approach A case study of Seoul, South Korea", 2024.08.23

• YUPN Best paper award, International Conference of Asia-Pacific Planning Societies, Barquilla C.M. and Lee, J. "Exploring the Effects of Built Environment Characteristics on Traffic Collisions via Image Segmentation and Machine Learning Techniques", 2023.08.18

• YUPN Best paper award, International Conference of Asia-Pacific Planning Societies, Barquilla C.M. and Lee, J. "Accessibility, perception and usability to urban greenspaces in times of COVID-19 pandemic: a case study in Pasig City, Philippines", 2021.08.21

MS dissertation

• Accessibility, perception and usability to urban greenspaces in times of covid-19 pandemic : a case study in Pasig city, Philippines

Publication

• Lee, D., Barquilla, C. A. M., & Lee, J. (2025). Analyzing Dispersion Characteristics of Fine Particulate Matter in High-Density Urban Areas: A Study Using CFD Simulation and Machine Learning. Land, 14(3), 632. 

Conference

• 박기태·신예송·이다은·이정우, "도시 내 공원의 고령친화적 기능과 개선 방향 : 굿모닝파크 사례 연구", 대한국토도시계획학회 춘계산학학술대회, 한양대학교, 2025.04.25

• 이다은·이정우, "고밀도 도시공간구조에 따른 미세먼지 분산 특성 연구 - CFD 시뮬레이션과 머신러닝을 활용하여", (사)한국도시설계학회 추계학술대회, 강원대학교, 2024.10.12

• Lee, D. and Lee, J. "Design Strategies for Minimizing Fine Particulate", International Conference of Asia-Pacific Planning Societies, 2024.08.23

• 이다은·한지원·이정우, "CFD 시뮬레이션을 활용한 도로 및 건물 형상에 따른 미세먼지 분포 특성 연구", (사)한국도시설계학회 춘계학술대회, 한양대학교, 2024.04.20