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Himshikhar Mazumdar Forschung
- Geco Project: Estimating traffic volumes using neural networks & machine learning
- PITS: Planetary Image Traffic Speeds: Using Planet satellite images to estimate traffic velocity on highways
- OSM road monitor use case: We are investigating the access to education across countries globally. This analysis relies on a) the OSM road network and b) the location of education facilities (e.g. primary schools) in OSM.
- OSM road monitor: Road data updates are essential for navigation, logistics, and emergency response, but official and commercial sources often have slow update cycles.
- OpenStreetMap (OSM) provides rapid updates, as seen in disaster scenarios, but issues like vandalism, satellite data processing delays, and infrequent verification still limit its effectiveness.
- Many routing algorithms struggle with continuously changing data, reducing efficiency and requiring less optimal methods like Dijkstra's algorithm.