Kanpur faces severe and persistent air quality challenges, with particulate matter (PM) levels frequently exceeding the safe limits defined by the Central Pollution Control Board (CPCB). The city has consistently ranked among the most polluted urban areas globally, primarily due to rapid industrialization, heavy vehicular traffic, and widespread construction activities. According to air quality reports from CPCB, the annual average concentration of PM2.5_{2.5}2.5 and PM10_{10}10 levels in Kanpur has been significantly higher than the prescribed safety limits, leading to deteriorating public health and environmental conditions. Prolonged exposure to high PM levels has been linked to a range of health issues, including respiratory problems, cardiovascular diseases, and increased mortality rates. Therefore, addressing the high PM levels in Kanpur has become a pressing environmental and public health priority