Americans in the Northeast paid greater attention to air quality alerts this summer as wildfire smoke thickened skies with an orange-tinted haze. Smoke and other sources of air pollution contain tiny particles, called fine particulate matter (PM 2.5). Smaller than the width of a human hair, PM 2.5 pose health dangers when inhaled, especially to people with pre-existing heart and lung conditions.
that automatically performs time-consuming tasks such as data preparation, parameter selection, and model selection and deployment—into the land use regression model.
The researchers found that their automated machine learning method with integrated data from low-cost sensors and EPA monitoring stations improved the accuracy of air pollution exposure models by an average of 17.5%, offering greater spatial variation than using regulatory monitors alone.
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