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Generating Pedestrian Trajectories Consistent with the Fundamental Diagram Based on Physiological and Psychological Factors

Pedestrian crowds often have been modeled as many-particle system including microscopic multi-agent simulators. One of the key challenges is to unearth governing principles that can model pedestrian movement, and use them to reproduce paths and behaviors that are frequently observed in human crowds....

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Detalles Bibliográficos
Autores principales: Narang, Sahil, Best, Andrew, Curtis, Sean, Manocha, Dinesh
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4395447/
https://www.ncbi.nlm.nih.gov/pubmed/25875932
http://dx.doi.org/10.1371/journal.pone.0117856
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author Narang, Sahil
Best, Andrew
Curtis, Sean
Manocha, Dinesh
author_facet Narang, Sahil
Best, Andrew
Curtis, Sean
Manocha, Dinesh
author_sort Narang, Sahil
collection PubMed
description Pedestrian crowds often have been modeled as many-particle system including microscopic multi-agent simulators. One of the key challenges is to unearth governing principles that can model pedestrian movement, and use them to reproduce paths and behaviors that are frequently observed in human crowds. To that effect, we present a novel crowd simulation algorithm that generates pedestrian trajectories that exhibit the speed-density relationships expressed by the Fundamental Diagram. Our approach is based on biomechanical principles and psychological factors. The overall formulation results in better utilization of free space by the pedestrians and can be easily combined with well-known multi-agent simulation techniques with little computational overhead. We are able to generate human-like dense crowd behaviors in large indoor and outdoor environments and validate the results with captured real-world crowd trajectories.
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spelling pubmed-43954472015-04-21 Generating Pedestrian Trajectories Consistent with the Fundamental Diagram Based on Physiological and Psychological Factors Narang, Sahil Best, Andrew Curtis, Sean Manocha, Dinesh PLoS One Research Article Pedestrian crowds often have been modeled as many-particle system including microscopic multi-agent simulators. One of the key challenges is to unearth governing principles that can model pedestrian movement, and use them to reproduce paths and behaviors that are frequently observed in human crowds. To that effect, we present a novel crowd simulation algorithm that generates pedestrian trajectories that exhibit the speed-density relationships expressed by the Fundamental Diagram. Our approach is based on biomechanical principles and psychological factors. The overall formulation results in better utilization of free space by the pedestrians and can be easily combined with well-known multi-agent simulation techniques with little computational overhead. We are able to generate human-like dense crowd behaviors in large indoor and outdoor environments and validate the results with captured real-world crowd trajectories. Public Library of Science 2015-04-13 /pmc/articles/PMC4395447/ /pubmed/25875932 http://dx.doi.org/10.1371/journal.pone.0117856 Text en © 2015 Narang et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Narang, Sahil
Best, Andrew
Curtis, Sean
Manocha, Dinesh
Generating Pedestrian Trajectories Consistent with the Fundamental Diagram Based on Physiological and Psychological Factors
title Generating Pedestrian Trajectories Consistent with the Fundamental Diagram Based on Physiological and Psychological Factors
title_full Generating Pedestrian Trajectories Consistent with the Fundamental Diagram Based on Physiological and Psychological Factors
title_fullStr Generating Pedestrian Trajectories Consistent with the Fundamental Diagram Based on Physiological and Psychological Factors
title_full_unstemmed Generating Pedestrian Trajectories Consistent with the Fundamental Diagram Based on Physiological and Psychological Factors
title_short Generating Pedestrian Trajectories Consistent with the Fundamental Diagram Based on Physiological and Psychological Factors
title_sort generating pedestrian trajectories consistent with the fundamental diagram based on physiological and psychological factors
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4395447/
https://www.ncbi.nlm.nih.gov/pubmed/25875932
http://dx.doi.org/10.1371/journal.pone.0117856
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