Deep learning for air pollutant concentration prediction: A review
Air pollution has become one of the critical environmental problem in the 21st century and
has attracted worldwide attentions. To mitigate it, many researchers have investigated the …
has attracted worldwide attentions. To mitigate it, many researchers have investigated the …
Global synthesis of two decades of research on improving PM2. 5 estimation models from remote sensing and data science perspectives
Identifying the proxy data and techniques that could yield greater PM 2.5 estimation
accuracy remains challenging due to the lack of general knowledge on the relative …
accuracy remains challenging due to the lack of general knowledge on the relative …
Health Effects Associated with PM2.5: a Systematic Review
Background Air pollution is a global problem with PM 2.5 being one of the major pollutants
causing many diseases. The concentrations of PM 2.5 are found to exceed the World Health …
causing many diseases. The concentrations of PM 2.5 are found to exceed the World Health …
The relationship between air quality and MODIS aerosol optical depth in major cities of the Yangtze River Delta
Y Chen, D Li, H Karimian, S Wang, S Fang - Chemosphere, 2022 - Elsevier
The AOD derived from the MODIS deep blue (DB) algorithm and AQI were used to
investigate the correlation between AOD and AQI in seven major cities of Yangtze River …
investigate the correlation between AOD and AQI in seven major cities of Yangtze River …
Application of machine learning (individual vs stacking) models on MERRA-2 data to predict surface PM2. 5 concentrations over India
A Dhandapani, J Iqbal, RN Kumar - Chemosphere, 2023 - Elsevier
The spatial coverage of PM 2.5 monitoring is non-uniform across India due to the limited
number of ground monitoring stations. Alternatively, Modern-Era Retrospective Analysis for …
number of ground monitoring stations. Alternatively, Modern-Era Retrospective Analysis for …
A full-coverage estimation of PM2. 5 concentrations using a hybrid XGBoost-WD model and WRF-simulated meteorological fields in the Yangtze River Delta Urban …
J Wang, L He, X Lu, L Zhou, H Tang, Y Yan… - Environmental Research, 2022 - Elsevier
In spite of the state-of-the-art performances of machine learning in the PM 2.5 estimation, the
high-value PM 2.5 underestimation and non-random aerosol optical depth (AOD) missing …
high-value PM 2.5 underestimation and non-random aerosol optical depth (AOD) missing …
Novel hybrid extreme learning machine and multi-objective optimization algorithm for air pollution prediction
L Bai, Z Liu, J Wang - Applied Mathematical Modelling, 2022 - Elsevier
A novel system regarding deterministic and interval predictions of pollutant concentration is
constructed in this study, which can not only obtain higher prediction accuracy in …
constructed in this study, which can not only obtain higher prediction accuracy in …
Machine learning assesses drivers of PM2. 5 air pollution trend in the Tibetan Plateau from 2015 to 2022
B Zhang, Y Zhang, K Zhang, Y Zhang, Y Ji… - Science of The Total …, 2023 - Elsevier
Abstract The Tibetan Plateau (known as the Earth's Third Pole) has significant impact on
climate. Fine particulate matter (PM 2.5) is an important air pollutant in this region and has …
climate. Fine particulate matter (PM 2.5) is an important air pollutant in this region and has …
Long-term exposure to PM2.5 and cardiovascular disease incidence and mortality in an Eastern Mediterranean country: findings based on a 15-year cohort study
Background Evidence concerning the impact of long-term exposure to fine Particulate
Matter≤ 2.5 μm (PM 2.5) on Cardio-Vascular Diseases (CVDs) for those people subject to …
Matter≤ 2.5 μm (PM 2.5) on Cardio-Vascular Diseases (CVDs) for those people subject to …
Impact of reduced anthropogenic emissions during COVID-19 on air quality in India
To mitigate the impacts of the pandemic of coronavirus disease 2019 (COVID-19), the Indian
government implemented lockdown measures on 24 March 2020, which prohibited …
government implemented lockdown measures on 24 March 2020, which prohibited …