Estimation of High-Resolution PM2.5 over the Indo-Gangetic Plain by Fusion of Satellite Data, Meteorology, and Land Use Variables
A Mhawish, T Banerjee, M Sorek-Hamer… - Environmental …, 2020 - ACS Publications
Very high spatially resolved satellite-derived ground-level concentrations of particulate
matter with an aerodynamic diameter of less than 2.5 μm (PM2. 5) have multiple potential …
matter with an aerodynamic diameter of less than 2.5 μm (PM2. 5) have multiple potential …
Estimating ground-level PM2. 5 using micro-satellite images by a convolutional neural network and random forest approach
PM 2.5 poses a serious threat to public health, however its spatial concentrations are not
well characterized due to the sparseness of regulatory air quality monitoring (AQM) stations …
well characterized due to the sparseness of regulatory air quality monitoring (AQM) stations …
Geographically and temporally weighted neural networks for satellite-based mapping of ground-level PM2. 5
The integration of satellite-derived aerosol optical depth (AOD) and station-measured PM
2.5 (particulate matter with an aerodynamic diameter of less than 2.5 μm) provides a …
2.5 (particulate matter with an aerodynamic diameter of less than 2.5 μm) provides a …
Mapping PM2. 5 concentration at high resolution using a cascade random forest based downscaling model: Evaluation and application
Abstract Fine particulate matter (PM 2.5) mapping at high resolution (sub-kilometers level)
can be important for fine-scale pollution research. However, current researches about high …
can be important for fine-scale pollution research. However, current researches about high …
[PDF][PDF] 基于随机森林的高分辨率PM2.5浓度时空变化模拟——以中原城市群核心区为例
卢鋆镆， 曾穗平， 曾坚， 王森， 宋苑震 - 中国环境科学, 2023 - zghjkx.com.cn
为探究城市尺度或更小区域内近地面PM2. 5 浓度模拟方法, 以空气监测站实测的近地面PM2. 5
浓度为因变量, MODIS L1B 卫星影像中计算得出的大气顶部反射率(TOA) …
浓度为因变量, MODIS L1B 卫星影像中计算得出的大气顶部反射率(TOA) …
Estimating PM2.5 Concentrations Using Spatially Local Xgboost Based on Full-Covered SARA AOD at the Urban Scale
The adverse effects caused by PM2. 5 have drawn extensive concern and it is of great
significance to identify its spatial distribution. Satellite-derived aerosol optical depth (AOD) …
significance to identify its spatial distribution. Satellite-derived aerosol optical depth (AOD) …
Physico-chemical characterization of urban aerosols from specific combustion sources in West Africa at Abidjan in Côte d'Ivoire and Cotonou in Benin in the frame of …
AJ Adon, C Liousse, ET Doumbia… - Atmospheric …, 2020 - acp.copernicus.org
Urban air pollution in West Africa has yet to be well characterized. In the frame of DACCIWA
(Dynamics-Aerosol-Chemistry-Cloud Interactions in West Africa) program, intensive …
(Dynamics-Aerosol-Chemistry-Cloud Interactions in West Africa) program, intensive …
Improving spatial variation of ground-level PM2. 5 prediction with contrastive learning from satellite imagery
Abstract Convolutional Neural Networks (CNNs) are a promising technique to predict highly
localized fine particulate matter (ie, PM 2.5 levels) based on high-resolution satellite …
localized fine particulate matter (ie, PM 2.5 levels) based on high-resolution satellite …
Disparities Between Residential and Commercial Zones in Air Quality Revealed by Location-Based Services
This study contrasts the heterogeneity of land use impacts on air quality between residential
and commercial zones, supporting Sustainable Development Goals for sustainable cities …
and commercial zones, supporting Sustainable Development Goals for sustainable cities …
Hourly Seamless Surface O3 Estimates by Integrating the Chemical Transport and Machine Learning Models in the Beijing-Tianjin-Hebei Region
W Xue, J Zhang, X Hu, Z Yang, J Wei - International Journal of …, 2022 - mdpi.com
Surface ozone (O3) is an important atmospheric trace gas, posing an enormous threat to
ecological security and human health. Currently, the core objective of air pollution control in …
ecological security and human health. Currently, the core objective of air pollution control in …