Prediction

[Under Review] Impact of Temporally-Varying Geographic Predictors on Long-Term Air Pollution Exposure Estimation for Epidemiology

Many cohort studies have investigated the health effect of long-term exposure to air pollution using exposure prediction models, given the lack of individual-level measurements. In these models, the characterization of individual exposures at the …

[Manuscript in Preparation] Correlation of Air Pollution and Traffic Volume: Comparison between Road Density and Traffic Volume Estimates

This study examined the correlation between air pollution and traffic using nationwide traffic estimates and compared the correlation with road density, which is used as a traffic surrogates. The research data used VKT (Vehicle Kilometers Traveled) …

Modeling of Spatio-temporal changes of Urban Sprawl in Jeju-island: Using CA (Cellular Automata) and ARD (Automatic Rule Detection)

This study aims to predict the spatio-temporal change of the urban sprawl in Jeju isalnd. This study consists of three stages. First, we construct 2009 and 2019 social-environment data for 2009 and 2019, which are the basis for the sprawl prediction. …

Air Pollution Predictive Modeling

This project aims to predict air pollution concentrations at locations across South Korea where direct measurements are unavailable.

Land Cover Change Prediction Modeling

This project aims to develop an algorithm that can accurately predict land cover changes across large regions that include both urban and rural areas.