Predictive Trip Planning - Smart Routing in Smart Cities

  title={Predictive Trip Planning - Smart Routing in Smart Cities},
  author={Thomas Liebig and Nico Piatkowski and Christian Bockermann and Katharina Morik},
  booktitle={EDBT/ICDT Workshops},
Smart route planning gathers increasing interest as cities become crowded and jammed. We present a system for individual trip planning that incorporates future traffic hazards in routing. Future traffic conditions are computed by a Spatio-Temporal Random Field based on a stream of sensor readings. In addition, our approach estimates traffic flow in areas with low sensor coverage using a Gaussian Process Regression. The conditioning of spatial regression on intermediate predictions of a discrete… CONTINUE READING
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