Building a living 3D digital model of urban vehicle speeds, accelerations, and emissions.
Apache Kafka and Flink pipelines filter raw CAM feeds, calculating intersection queue lengths and pedestrian crosswalk waiting times in real time.
Ingesting instantaneous vehicle fuel burn rates enables cities to detect localized particulate matter and NOx spikes around schools.