community · 3 papers

Continuum Models Pedestrian Flow

Modeling pedestrian and vehicular traffic as continuous flows using partial differential equations forms the core of this community, with Hughes' dynamic continuum model serving as a foundational framework. Recent work integrates physics-informed deep learning to improve traffic state estimation, combining governing equations with data-driven approaches for more efficient and accurate solutions.

Papers in this community

  • A continuum theory for the flow of pedestrians 2002 DOI ↗
  • Revisiting Hughes’ dynamic continuum model for pedestrian flow and the development of an efficient solution algorithm 2009 DOI ↗
  • Physics-Informed Deep Learning for Traffic State Estimation: A Survey and the Outlook 2023 DOI ↗

Methods, problems, datasets, and hardware

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