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[HTML][HTML] Is model-estimated PM2. 5 exposure equivalent to station-observed in mortality risk assessment? A literature review and meta-analysis
Abstract Model-estimated air pollution exposure assessments have been extensively
employed in the evaluation of health risks associated with air pollution. However, few …
employed in the evaluation of health risks associated with air pollution. However, few …
[HTML][HTML] An ensemble-based model of PM2. 5 concentration across the contiguous United States with high spatiotemporal resolution
Various approaches have been proposed to model PM 2.5 in the recent decade, with
satellite-derived aerosol optical depth, land-use variables, chemical transport model …
satellite-derived aerosol optical depth, land-use variables, chemical transport model …
PM2. 5 concentration forecasting at surface monitoring sites using GRU neural network based on empirical mode decomposition
G Huang, X Li, B Zhang, J Ren - Science of the Total Environment, 2021 - Elsevier
The main component of haze is the particulate matter (PM) 2.5. How to explore the laws of
PM2. 5 concentration changes is the main content of air quality prediction. Combining the …
PM2. 5 concentration changes is the main content of air quality prediction. Combining the …
Research progress, challenges, and prospects of PM2.5 concentration estimation using satellite data
Satellite data are vital for understanding the large-scale spatial distribution of particulate
matter (PM2. 5) due to their low cost, wide coverage, and all-weather capability. Estimation …
matter (PM2. 5) due to their low cost, wide coverage, and all-weather capability. Estimation …
[HTML][HTML] Spatiotemporal continuous estimates of PM2. 5 concentrations in China, 2000–2016: A machine learning method with inputs from satellites, chemical …
Ambient exposure to fine particulate matter (PM 2.5) is known to harm public health in
China. Satellite remote sensing measurements of aerosol optical depth (AOD) were …
China. Satellite remote sensing measurements of aerosol optical depth (AOD) were …
[HTML][HTML] Construction of a virtual PM2. 5 observation network in China based on high-density surface meteorological observations using the Extreme Gradient …
With increasing public concerns on air pollution in China, there is a demand for long-term
continuous PM 2.5 datasets. However, it was not until the end of 2012 that China …
continuous PM 2.5 datasets. However, it was not until the end of 2012 that China …
Spatiotemporal prediction of fine particulate matter during the 2008 northern California wildfires using machine learning
Estimating population exposure to particulate matter during wildfires can be difficult because
of insufficient monitoring data to capture the spatiotemporal variability of smoke plumes …
of insufficient monitoring data to capture the spatiotemporal variability of smoke plumes …
Estimating PM2. 5 concentrations via random forest method using satellite, auxiliary, and ground-level station dataset at multiple temporal scales across China in 2017
Fine particulate matter with aerodynamic diameters less than 2.5 μm (PM 2.5) poses
adverse impacts on public health and the environment. It is still a great challenge to estimate …
adverse impacts on public health and the environment. It is still a great challenge to estimate …
Investigation of nearby monitoring station for hourly PM2. 5 forecasting using parallel multi-input 1D-CNN-biLSTM
M Zhu, J **e - Expert Systems with Applications, 2023 - Elsevier
Air quality forecasting is a hot research topic that has been widely explored by the whole
society. To better understand environmental quality, numerous methods have been …
society. To better understand environmental quality, numerous methods have been …
An improved deep learning model for predicting daily PM2. 5 concentration
F **ao, M Yang, H Fan, G Fan, MAA Al-Qaness - Scientific reports, 2020 - nature.com
Over the past few decades, air pollution has caused serious damage to public health.
Therefore, making accurate predictions of PM2. 5 is a crucial task. Due to the transportation …
Therefore, making accurate predictions of PM2. 5 is a crucial task. Due to the transportation …