A systematic scrutiny of artificial intelligence-based air pollution prediction techniques, challenges, and viable solutions

M Malhotra, S Walia, CC Lin, IK Aulakh, S Agarwal - Journal of Big Data, 2024 - Springer
Air is an essential human necessity, and inhaling filthy air poses a significant health risk.
One of the most severe hazards to people's health is air pollution, and appropriate …

A hybrid deep learning air pollution prediction approach based on neighborhood selection and spatio-temporal attention

G Chen, S Chen, D Li, C Chen - Scientific Reports, 2025 - nature.com
Air pollution is a critical global environmental issue, further exacerbated by rapid
industrialization and urbanization. Accurate prediction of air pollutant concentrations is …

Unraveling nonlinear effects of environment features on green view index using multiple data sources and explainable machine learning

C Chen, J Wang, D Li, X Sun, J Zhang, C Yang… - Scientific Reports, 2024 - nature.com
Urban greening plays a crucial role in maintaining environmental sustainability and
enhancing people's well-being. However, limited by the shortcomings of traditional methods …