Estimating spatiotemporal variation in ambient ozone exposure during 2013–2017 using a data-fusion model

T Xue, Y Zheng, G Geng, Q Xiao, X Meng… - … science & technology, 2020 - ACS Publications
Since 2013, clean-air actions in China have reduced ambient concentrations of PM2. 5.
However, recent studies suggest that ground surface O3 concentrations increased over the …

[HTML][HTML] Spatiotemporal distributions of surface ozone levels in China from 2005 to 2017: A machine learning approach

R Liu, Z Ma, Y Liu, Y Shao, W Zhao, J Bi - Environment international, 2020 - Elsevier
In recent years, ground-level ozone has become a severe ambient pollutant in major urban
areas of China, which has adverse impacts on population health. However, in-situ …

[HTML][HTML] Evaluating the spatiotemporal ozone characteristics with high-resolution predictions in mainland China, 2013–2019

X Meng, W Wang, S Shi, S Zhu, P Wang, R Chen… - Environmental …, 2022 - Elsevier
Evaluating ozone levels at high resolutions and accuracy is crucial for understanding the
spatiotemporal characteristics of ozone distribution and assessing ozone exposure levels in …

Spatiotemporal prediction of daily ambient ozone levels across China using random forest for human exposure assessment

Y Zhan, Y Luo, X Deng, ML Grieneisen, M Zhang… - Environmental …, 2018 - Elsevier
In China, ozone pollution shows an increasing trend and becomes the primary air pollutant
in warm seasons. Leveraging the air quality monitoring network, a random forest model is …

Random forest model based fine scale spatiotemporal O3 trends in the Beijing-Tianjin-Hebei region in China, 2010 to 2017

R Ma, J Ban, Q Wang, Y Zhang, Y Yang, MZ He… - Environmental …, 2021 - Elsevier
Ambient ozone (O 3) concentrations have shown an upward trend in China and its health
hazards have also been recognized in recent years. High-resolution exposure data based …

[HTML][HTML] Health impacts of long-term ozone exposure in China over 2013–2017

Y Wang, O Wild, X Chen, Q Wu, M Gao, H Chen… - Environment …, 2020 - Elsevier
Increasing ozone concentrations are becoming a severe problem for air pollution in China
and have an adverse impact on human health. Here we evaluate premature deaths …

Estimation of health and economic benefits based on ozone exposure level with high spatial-temporal resolution by fusing satellite and station observations

S Liang, X Li, Y Teng, H Fu, L Chen, J Mao… - Environmental …, 2019 - Elsevier
In recent years, ozone pollution has become more and more serious in China. Several
epidemiological studies have demonstrated the correlation between short-term ozone …

An ensemble learning approach for estimating high spatiotemporal resolution of ground-level ozone in the contiguous United States

WJ Requia, Q Di, R Silvern, JT Kelly… - … science & technology, 2020 - ACS Publications
In this paper, we integrated multiple types of predictor variables and three types of machine
learners (neural network, random forest, and gradient boosting) into a geographically …

Improving satellite-based estimation of surface ozone across China during 2008–2019 using iterative random forest model and high-resolution grid meteorological …

G Chen, J Chen, G Dong, B Yang, Y Liu, T Lu… - Sustainable Cities and …, 2021 - Elsevier
China is faced with increasing ozone pollution due to rapid economic development and
urbanization. Although the ground monitoring network provides continuous real-time ozone …

Anthropogenically and meteorologically modulated summertime ozone trends and their health implications since China's clean air actions

D Yan, Z Jin, Y Zhou, M Li, Z Zhang, T Wang… - Environmental …, 2024 - Elsevier
Elevated ozone (O 3) has emerged as the major air quality concern since China's clean air
actions, offsetting the health benefits gained from improved air quality. Given the shifted …