A review of machine learning for modeling air quality: Overlooked but important issues
D Tang, Y Zhan, F Yang - Atmospheric Research, 2024 - Elsevier
Abstract Machine learning models based on satellite remote sensing have gained
widespread use in estimating ground-level air pollutant concentrations, which overcome the …
widespread use in estimating ground-level air pollutant concentrations, which overcome the …
Methods for quantifying source‐specific air pollution exposure to serve epidemiology, risk assessment, and environmental justice
Identifying sources of air pollution exposure is crucial for addressing their health impacts
and associated inequities. Researchers have developed modeling approaches to resolve …
and associated inequities. Researchers have developed modeling approaches to resolve …
Spatiotemporal patterns of air pollutants over the epidemic course: a national study in China
Air pollution has been standing as one of the most pressing global challenges. The
changing patterns of air pollutants at different spatial and temporal scales have been …
changing patterns of air pollutants at different spatial and temporal scales have been …
[HTML][HTML] Satellite-based assessment of national carbon monoxide concentrations for air quality reporting in Finland
Carbon monoxide (CO) has negative health effects, especially on the respiratory system,
when present in large concentrations in ambient air. Therefore, it is one of the 12 air …
when present in large concentrations in ambient air. Therefore, it is one of the 12 air …
Comprehensive 24-Hour Ground-Level Ozone Monitoring: Leveraging Machine Learning for Full-Coverage Estimation in East Asia
Cloud cover often hinders satellite-derived ozone (O 3) concentration estimation, leading to
incomplete spatial coverage. To address this limitation and obtain gap-free hourly ground …
incomplete spatial coverage. To address this limitation and obtain gap-free hourly ground …
[HTML][HTML] Development of a data-driven three-dimensional PM2. 5 forecast model based on machine learning algorithms
Z Han, T Guan, X Wang, X **n, X Song, Y Wang… - … Technology & Innovation, 2025 - Elsevier
Abstract Fine particle matter (PM 2.5) pollution is a global environmental problem and has
significant impacts on air quality and human health. Accurate prediction is crucial for …
significant impacts on air quality and human health. Accurate prediction is crucial for …
Quantifying Uncertainty in ML‐Derived Atmosphere Remote Sensing: Hourly Surface NO2 Estimation With GEMS
Q He, K Qin, JB Cohen, D Li… - Geophysical Research …, 2024 - Wiley Online Library
Accurate estimation of nitrogen dioxide (NO2) levels at high spatio‐temporal resolution is
crucial for atmospheric research and public health assessments. This study introduces a …
crucial for atmospheric research and public health assessments. This study introduces a …
[HTML][HTML] Assessing the Air Quality Impact of Train Operation at Tokyo Metro Shibuya Station from Portable Sensor Data
Air pollution remains a critical global health concern, with 91% of the world's population
exposed to air quality exceeding World Health Organization (WHO) standards and indoor …
exposed to air quality exceeding World Health Organization (WHO) standards and indoor …
[HTML][HTML] The Seasonality of PM and NO2 Concentrations in Slovakia and a Comparison with Chemical-Transport Model
T Šedivá, D Štefánik - Atmosphere, 2024 - mdpi.com
The air quality (AQ) of a given location depends mostly on two factors: emissions and
meteorological conditions. For most places on Earth, the meteorology of an area changes …
meteorological conditions. For most places on Earth, the meteorology of an area changes …
Duration of frozen days show a strong decline in the Northern Hemisphere mainly driven by autumn temperature increase
Thawing permafrost releases methane and carbon dioxide to the atmosphere, contributing
to positive feedback loop in global warming. Therefore, accurately monitoring changes in the …
to positive feedback loop in global warming. Therefore, accurately monitoring changes in the …