Explainable heat-related mortality with random forest and SHapley Additive exPlanations (SHAP) models

Y Kim, Y Kim - Sustainable Cities and Society, 2022 - Elsevier
The heat increase caused by climate change has worsened the urban heat environment and
damaged human health, which has led to heat-related mortality. One of the most important …

Multi-period hydrogen supply chain planning for advancing hydrogen transition roadmaps

V Khaligh, A Ghezelbash, J Liu, W Won, J Koo… - … and Sustainable Energy …, 2024 - Elsevier
The global commitment to the Paris Agreement has triggered the development of national
hydrogen strategies and roadmaps in numerous countries. For seamless execution of a …

Estimating urban spatial temperatures considering anthropogenic heat release factors focusing on the mobility characteristics

Y Kim, H Yeo, Y Kim - Sustainable Cities and Society, 2022 - Elsevier
As climate change intensifies, it is an important task in reducing heat disasters to derive
which areas are most vulnerable by exploring factors that affect thermal environment …

An analytical framework for assessing heat vulnerability in urban thermal environmental planning

Y Kim, Y Kim - Urban Climate, 2024 - Elsevier
Due to global climate change, the frequency and intensity of heat-related disasters in cities
are continuously increasing. Intraurban heat vulnerability may vary according to the spatial …

Does safer housing save lives? An analysis of typhoon mortality and dwellings in the Philippines

S Healey, S Lloyd, J Gray, A Opdyke - International Journal of Disaster Risk …, 2023 - Elsevier
Storms globally account for the highest loss of life among weather-related natural hazards.
This study examines the relationship between components of housing vulnerability and …

Heatwave damage prediction using random forest model in Korea

M Park, D Jung, S Lee, S Park - Applied sciences, 2020 - mdpi.com
Climate change increases the frequency and intensity of heatwaves, causing significant
human and material losses every year. Big data, whose volumes are rapidly increasing, are …

Modeling the service-route-based crash frequency by a spatiotemporal-random-effect zero-inflated negative binomial model: An empirical analysis for bus-involved …

X Gu, X Yan, L Ma, X Liu - Accident Analysis & Prevention, 2020 - Elsevier
Previous studies related to bus crash frequencies modeling are limited and the statistical
models are usually developed at the road segment or zonal level. This study focuses on …

Development of models for predicting the number of patients with heatstroke on the next day considering heat acclimatization

T Ikeda, H Kusaka - Journal of the Meteorological Society of Japan …, 2021 - jstage.jst.go.jp
We developed 55 models for predicting the number of ambulance transport due to
heatstroke (hereafter, referred to as the number of patients with heatstroke) on the next day …

Baseline scenarios of heat-related ambulance transportations under climate change in Tokyo, Japan

M Fujimoto, H Nishiura - PeerJ, 2022 - peerj.com
Background Predictive scenarios of heatstroke over the long-term future have yet to be
formulated. The purpose of the present study was to generate baseline scenarios of heat …

Estimation of heat-related deaths during heat wave episodes in South Korea (2006–2017)

YH Lim, KS Lee, HJ Bae, D Kim, H Yoo, S Park… - International Journal of …, 2019 - Springer
Abstract In 2016, South Korea experienced extremely high temperatures and the Korea
Centre for Disease Control and Prevention (KCDC) reported 17 heat-caused deaths during …