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Data Sheet 1_Zooming into Berlin: tracking street-scale CO2 emissions based on high-resolution traffic modeling using machine learning.pdf
Published 2025“…Here, we introduce a ML-based bottom-up framework to predict hourly CO<sub>2</sub> emissions from vehicular traffic at fine spatial resolution (30 × 30 m). Using data-driven algorithms, traffic counts, spatio-temporal features, and meteorological data, our model predicted hourly traffic flow, average speed, and CO<sub>2</sub> emissions for passenger cars (PC) and heavy-duty trucks (HDT) at the street scale in Berlin. …”