Graduate Student
Caryl Anne Barquilla
PhD Candidate (21.03~)
Research Area : Machine Learning for Urban Air quality prediction
LinkedIn: Caryl Anne Barquilla
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.
Conference
Barquilla C.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.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.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.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.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.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, 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
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
Research Project
“Development of evaluation model of green infrastructure : measuring public health effect using big-data simulators", National Research Foundation of Korea(2022-2025)
“Developing an integrated assessment tool to define pedestrian exposure to fine dust pollutants at micro-scale level : Analysis of the influence of pedestrianization on the environmental quality", National Research Foundation of Korea(2019−2022)
이다은
MS Course (24.03~)
Research Area : A Study on the Urban Design Strategy Based on Environmental Performance
Email : ldaeun4832@cau.ac.kr
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
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
Award
우수논문상, (사)한국도시설계학회 춘계학술대회 - 이다은·이정우, 고밀도 도시공간구조에 따른 미세먼지 분산 특성 연구 - CFD 시뮬레이션과 머신러닝을 활용하여", 2024.10.12
Best Presentation Awards, International Conference of Asia-Pacific Planning Societies, Lee, D. and Lee, J., "Design Strategies for Minimizing Fine Particulate", 2024.08.23
우수논문상, (사)한국도시설계학회 춘계학술대회 - 이다은·한지원·이정우, "CFD 시뮬레이션을 활용한 도로 및 건물 형상에 따른 미세먼지 분포 특성 연구", 2024.04.20
신예송
MS Course (24.03~)
Research Area : Machine learning for Health Infrastructure equity accessibility
Email : songaong8006@gmail.com
Conference
Shin, Y. and Lee, J. "Development of Health Infrastructure Accessibility index based on Big data", International Conference of Asia-Pacific Planning Societies, 2024.08.23
신예송·이정우, "근린환경요소 빅데이터 기반의 건강인프라 접근지수에 대한 연구", (사)한국도시설계학회 춘계학술대회, 한양대학교, 2024.04.20
Award
우수논문상, (사)한국도시설계학회 춘계학술대회 - 신예송·이정우, "근린환경요소 빅데이터 기반의 건강인프라 접근지수에 대한 연구", 2024.04.20
Undergraduate Student
최소현
Research Assistant (24.09~)
Research Area : Relationship between Green Infrastructure and Public Health
Email : channa11@naver.com