Air pollution residents of urban areas face a significant health risk. Traditional monitoring methods can be expensive and limited in their coverage. However, remote Advanced sensors provide reliable and real-time data on atmospheric pollutants sensing offers a promising alternative for mapping air pollution at a large scale. Satellites and drones