[HTML][HTML] Systematic Review of Machine Learning and Deep Learning Techniques for Spatiotemporal Air Quality Prediction

IE Agbehadji, IC Obagbuwa - Atmosphere, 2024 - mdpi.com
Background: Although computational models are advancing air quality prediction, achieving
the desired performance or accuracy of prediction remains a gap, which impacts the …

A Prediction Hybrid Framework for Air Quality Integrated with W-BiLSTM (PSO)-GRU and XGBoost Methods

W Chang, X Chen, Z He, S Zhou - Sustainability, 2023 - mdpi.com
Air quality issues are critical to daily life and public health. However, air quality data are
characterized by complexity and nonlinearity due to multiple factors. Coupled with the …

AirMLP: A Multilayer Perceptron Neural Network for Temporal Correction of PM2. 5 Values in Turin

M Casari, L Po, L Zini - Sensors, 2023 - mdpi.com
In recent times, pollution has emerged as a significant global concern, with European
regulations stipulating limits on PM 2.5 particle levels. Addressing this challenge …

Air pollution seasons in urban moderate climate areas through big data analytics

M Zareba, E Weglinska, T Danek - Scientific Reports, 2024 - nature.com
High particulate matter (PM) concentrations have a negative impact on the overall quality of
life and health. The annual trends of PM can vary greatly depending on factors such as a …

TimesNet-PM2. 5: Interpretable TimesNet for Disentangling Intraperiod and Interperiod Variations in PM2. 5 Prediction

Y Huang, Z Zhou, Z Wang, X Zhi, X Liu - Atmosphere, 2023 - mdpi.com
Time-series forecasting has a wide range of application scenarios. Predicting particulate
matter with a diameter of 2.5 μm or less (PM2. 5) in the future is a vital type of time-series …

Examining effects of air pollution on photovoltaic systems via interpretable random forest model

A Dudáš, MT Udristioiu, T Alkharusi, H Yildizhan… - Renewable Energy, 2024 - Elsevier
Renewable energy plays a vital role in power generation and solar photovoltaic systems
due to resource availability throughout the year. This work aims to investigate the impact of …

[HTML][HTML] Low-Cost Solution for Air Quality Monitoring: Unmanned Aerial System and Data Transmission via LoRa Protocol

FD Parra-Medina, MA Vélez-Guerrero… - Sustainability, 2024 - mdpi.com
For both human health and the environment, air pollution is a serious concern. However, the
available air quality monitoring networks have important limitations, such as the high …

Anthropogenic Drivers of Hourly Air Pollutant Change in an Urban Environment during 2019–2021—A Case Study in Wuhan

Y Zhang, J Song, B Zhu, J Chen, M Duan - Sustainability, 2023 - mdpi.com
Wuhan experienced a noticeable enhancement in air quality from January to April 2020 due
to the epidemic lockdown. The improvement was a combined result of anthropogenic …

The WRF-CMAQ Simulation of a Complex Pollution Episode with High-Level O3 and PM2.5 over the North China Plain: Pollution Characteristics and Causes

X Dou, S Yu, J Li, Y Sun, Z Song, N Yao, P Li - Atmosphere, 2024 - mdpi.com
The problem of atmospheric complex pollution led by PM2. 5 and O3 has become an
important factor restricting the improvement of air quality in China. In drawing on …

[HTML][HTML] Particulate Matter in the Eastern Slovakia Region: Measurement, Monitoring, and Evaluation

S Kirešová, M Guzan, B Sobota, T Vince, Š Korečko… - Atmosphere, 2024 - mdpi.com
The paper focuses on the measurement of PM and other meteorological parameters in a
small region of central Europe—eastern Slovakia and northeastern Hungary. Due to the …