Non-separable mean field games for pedestrian flow: Generalized hughes model

In this paper, we present a new generalized Hughes model designed to intelligently depict pedestrian congestion dynamics, allowing pedestrian groups to either navigate through or circumvent high-density regions. First, we describe the microscopic settings of the model. The corresponding optimization problems are deterministic and can be formulated by a closed-loop model predictive control strategy. This microscopic setup leads in the mean-field limit to the generalized Hughes model which is a class of non-separable mean field games system, i.e. Fokker–Planck equation and viscous Hamilton–Jacobi–Bellman equation are coupled in a forward-backward structure.We provide an overview of mean field games related to our intelligent fluid model. Additionally, we show the existence of weak solutions to the generalized Hughes model and analyze the vanishing-viscosity limit of weak solutions. Finally, we conduct various numerical experiments to demonstrate the generalized Hughes model.

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Publication Details

Journal
Mathematical Models and Methods in Applied Sciences
Published
2025-04-19
DOI
https://doi.org/10.1142/s0218202525400068
Citations
4
Primary Topic
Evacuation and Crowd Dynamics
Type
article
Field-Weighted Citation Impact
4.58
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article

Non-separable mean field games for pedestrian flow: Generalized hughes model

Nader Masmoudi, Mohamed Ghattassi
4 citations
Mathematical Models and Methods in Applied Sciences
Evacuation and Crowd Dynamics
4.58
article

Non-separable mean field games for pedestrian flow: Generalized hughes model

Nader Masmoudi, Mohamed Ghattassi
article en
4 citations

Abstract

In this paper, we present a new generalized Hughes model designed to intelligently depict pedestrian congestion dynamics, allowing pedestrian groups to either navigate through or circumvent high-density regions. First, we describe the microscopic settings of the model. The corresponding optimization problems are deterministic and can be formulated by a closed-loop model predictive control strategy. This microscopic setup leads in the mean-field limit to the generalized Hughes model which is a class of non-separable mean field games system, i.e. Fokker–Planck equation and viscous Hamilton–Jacobi–Bellman equation are coupled in a forward-backward structure.We provide an overview of mean field games related to our intelligent fluid model. Additionally, we show the existence of weak solutions to the generalized Hughes model and analyze the vanishing-viscosity limit of weak solutions. Finally, we conduct various numerical experiments to demonstrate the generalized Hughes model.

Mathematical Models and Methods in Applied SciencesVol. 35(07)
Courant Institute of Mathematical Sciences (US), New York University (US)
Openalex Percentile: Top 6%
Evacuation and Crowd Dynamics
4.58
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