34 citations · 46 across the 3 of their papers we have counts for
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cs.LG2021★ 34 cited
Short-term traffic prediction using physics-aware neural networks
Mike Pereira, Annika Lang, Balázs Kulcsár
In this work, we propose an algorithm performing short-term predictions of the flux of vehicles on a stretch of road, using past measurements of the flux. This algorithm is based o…
eess.SP2021★ 12 cited
Parameter and density estimation from real-world traffic data: A kinetic compartmental approach
Mike Pereira, Pinar Boyraz Baykas, Balázs Kulcsár +1
The main motivation of this work is to assess the validity of a LWR traffic flow model to model measurements obtained from trajectory data, and propose extensions of this model to…