Using air quality data, the app suggests routes through the city for pedestrians and cyclists avoiding the worst pollution
Analysis: using air quality data, the app suggests routes through the city for pedestrians and cyclists avoiding the worst pollution
This data can tell us which areas have cleaner air and which ones have more pollution. By using this data, we can suggest routes for walkers and bikers that avoid the worst pollution. Here is how we do it Data Collection: We obtain our data from Google's dataset, which is collaboratively collected by Google and Dublin City Council in Dublin, Ireland. Google's first electric Street View car , outfitted with Aclima's mobile air sensing platform, traversed Dublin City's streets, meticulously recording air quality on a street-by-street basis. The data collection primarily occurred on weekdays between 9:00 a.m. and 5:00 p.m. from May 2021 to August 2022.
Performance Evaluation: Finally, we evaluate the efficacy of our developed algorithm by running statistical experiments. 1,000 trips with random origin-destination pairs were used to test our system. The results indicate that our system reduces the impact of air pollution by an average of approximately 18%, with a maximum reduction of up to 65%.
Long-Term Wellness: Avoiding pollution can lower the risk of chronic illnesses like asthma and cancer.
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