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Pedestrian motion modelled by Fokker–Planck Nash games

A new approach to modelling pedestrians' avoidance dynamics based on a Fokker–Planck (FP) Nash game framework is presented. In this framework, two interacting pedestrians are considered, whose motion variability is modelled through the corresponding probability density functions (PDFs) governed...

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Detalles Bibliográficos
Autores principales: Roy, S., Borzì, A., Habbal, A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Royal Society Publishing 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5627107/
https://www.ncbi.nlm.nih.gov/pubmed/28989767
http://dx.doi.org/10.1098/rsos.170648
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author Roy, S.
Borzì, A.
Habbal, A.
author_facet Roy, S.
Borzì, A.
Habbal, A.
author_sort Roy, S.
collection PubMed
description A new approach to modelling pedestrians' avoidance dynamics based on a Fokker–Planck (FP) Nash game framework is presented. In this framework, two interacting pedestrians are considered, whose motion variability is modelled through the corresponding probability density functions (PDFs) governed by FP equations. Based on these equations, a Nash differential game is formulated where the game strategies represent controls aiming at avoidance by minimizing appropriate collision cost functionals. The existence of Nash equilibria solutions is proved and characterized as a solution to an optimal control problem that is solved numerically. Results of numerical experiments are presented that successfully compare the computed Nash equilibria to the output of real experiments (conducted with humans) for four test cases.
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spelling pubmed-56271072017-10-08 Pedestrian motion modelled by Fokker–Planck Nash games Roy, S. Borzì, A. Habbal, A. R Soc Open Sci Mathematics A new approach to modelling pedestrians' avoidance dynamics based on a Fokker–Planck (FP) Nash game framework is presented. In this framework, two interacting pedestrians are considered, whose motion variability is modelled through the corresponding probability density functions (PDFs) governed by FP equations. Based on these equations, a Nash differential game is formulated where the game strategies represent controls aiming at avoidance by minimizing appropriate collision cost functionals. The existence of Nash equilibria solutions is proved and characterized as a solution to an optimal control problem that is solved numerically. Results of numerical experiments are presented that successfully compare the computed Nash equilibria to the output of real experiments (conducted with humans) for four test cases. The Royal Society Publishing 2017-09-13 /pmc/articles/PMC5627107/ /pubmed/28989767 http://dx.doi.org/10.1098/rsos.170648 Text en © 2017 The Authors. http://creativecommons.org/licenses/by/4.0/ Published by the Royal Society under the terms of the Creative Commons Attribution License http://creativecommons.org/licenses/by/4.0/, which permits unrestricted use, provided the original author and source are credited.
spellingShingle Mathematics
Roy, S.
Borzì, A.
Habbal, A.
Pedestrian motion modelled by Fokker–Planck Nash games
title Pedestrian motion modelled by Fokker–Planck Nash games
title_full Pedestrian motion modelled by Fokker–Planck Nash games
title_fullStr Pedestrian motion modelled by Fokker–Planck Nash games
title_full_unstemmed Pedestrian motion modelled by Fokker–Planck Nash games
title_short Pedestrian motion modelled by Fokker–Planck Nash games
title_sort pedestrian motion modelled by fokker–planck nash games
topic Mathematics
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5627107/
https://www.ncbi.nlm.nih.gov/pubmed/28989767
http://dx.doi.org/10.1098/rsos.170648
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AT borzia pedestrianmotionmodelledbyfokkerplancknashgames
AT habbala pedestrianmotionmodelledbyfokkerplancknashgames