Research Article
Published: 29 Dec 2025
Sustainable Modeling of the Urban Air Quality in Abu Dhabi Using Machine Learning and Open-Source Satellite Data
Volume 1
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Maria Iruj
maria.iruj@gmail.com
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Danish Mustafa Khan
dmustafa@gmail.com
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Saima Yaqoob
engg_saima@hotmail.com
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Zunaira Iqbal
zunairadanishkhan@gmail.com
This study develops a predictive AI model to monitor and forecast air quality in Abu Dhabi using publicly available satellite-based environmental datasets. The study uses datasets from NASA’s MODIS, Copernicus Atmosphere Monitoring Service (CAMS), and OpenAQ, alongside meteorological data from the UAE’s National Center of Meteorology. Supervised learning techniques, including Random Forest and LSTM neural networks, are applied to analyze trends in PM2.5, PM10, NO2, and CO concentrations in relation..
