Cargando…

Combining Computational Fluid Dynamics and Agent-Based Modeling: A New Approach to Evacuation Planning

We introduce a novel hybrid of two fields—Computational Fluid Dynamics (CFD) and Agent-Based Modeling (ABM)—as a powerful new technique for urban evacuation planning. CFD is a predominant technique for modeling airborne transport of contaminants, while ABM is a powerful approach for modeling social...

Descripción completa

Detalles Bibliográficos
Autores principales: Epstein, Joshua M., Pankajakshan, Ramesh, Hammond, Ross A.
Formato: Texto
Lenguaje:English
Publicado: Public Library of Science 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3105018/
https://www.ncbi.nlm.nih.gov/pubmed/21687788
http://dx.doi.org/10.1371/journal.pone.0020139
_version_ 1782204668965814272
author Epstein, Joshua M.
Pankajakshan, Ramesh
Hammond, Ross A.
author_facet Epstein, Joshua M.
Pankajakshan, Ramesh
Hammond, Ross A.
author_sort Epstein, Joshua M.
collection PubMed
description We introduce a novel hybrid of two fields—Computational Fluid Dynamics (CFD) and Agent-Based Modeling (ABM)—as a powerful new technique for urban evacuation planning. CFD is a predominant technique for modeling airborne transport of contaminants, while ABM is a powerful approach for modeling social dynamics in populations of adaptive individuals. The hybrid CFD-ABM method is capable of simulating how large, spatially-distributed populations might respond to a physically realistic contaminant plume. We demonstrate the overall feasibility of CFD-ABM evacuation design, using the case of a hypothetical aerosol release in Los Angeles to explore potential effectiveness of various policy regimes. We conclude by arguing that this new approach can be powerfully applied to arbitrary population centers, offering an unprecedented preparedness and catastrophic event response tool.
format Text
id pubmed-3105018
institution National Center for Biotechnology Information
language English
publishDate 2011
publisher Public Library of Science
record_format MEDLINE/PubMed
spelling pubmed-31050182011-06-16 Combining Computational Fluid Dynamics and Agent-Based Modeling: A New Approach to Evacuation Planning Epstein, Joshua M. Pankajakshan, Ramesh Hammond, Ross A. PLoS One Research Article We introduce a novel hybrid of two fields—Computational Fluid Dynamics (CFD) and Agent-Based Modeling (ABM)—as a powerful new technique for urban evacuation planning. CFD is a predominant technique for modeling airborne transport of contaminants, while ABM is a powerful approach for modeling social dynamics in populations of adaptive individuals. The hybrid CFD-ABM method is capable of simulating how large, spatially-distributed populations might respond to a physically realistic contaminant plume. We demonstrate the overall feasibility of CFD-ABM evacuation design, using the case of a hypothetical aerosol release in Los Angeles to explore potential effectiveness of various policy regimes. We conclude by arguing that this new approach can be powerfully applied to arbitrary population centers, offering an unprecedented preparedness and catastrophic event response tool. Public Library of Science 2011-05-31 /pmc/articles/PMC3105018/ /pubmed/21687788 http://dx.doi.org/10.1371/journal.pone.0020139 Text en Epstein 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
Epstein, Joshua M.
Pankajakshan, Ramesh
Hammond, Ross A.
Combining Computational Fluid Dynamics and Agent-Based Modeling: A New Approach to Evacuation Planning
title Combining Computational Fluid Dynamics and Agent-Based Modeling: A New Approach to Evacuation Planning
title_full Combining Computational Fluid Dynamics and Agent-Based Modeling: A New Approach to Evacuation Planning
title_fullStr Combining Computational Fluid Dynamics and Agent-Based Modeling: A New Approach to Evacuation Planning
title_full_unstemmed Combining Computational Fluid Dynamics and Agent-Based Modeling: A New Approach to Evacuation Planning
title_short Combining Computational Fluid Dynamics and Agent-Based Modeling: A New Approach to Evacuation Planning
title_sort combining computational fluid dynamics and agent-based modeling: a new approach to evacuation planning
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3105018/
https://www.ncbi.nlm.nih.gov/pubmed/21687788
http://dx.doi.org/10.1371/journal.pone.0020139
work_keys_str_mv AT epsteinjoshuam combiningcomputationalfluiddynamicsandagentbasedmodelinganewapproachtoevacuationplanning
AT pankajakshanramesh combiningcomputationalfluiddynamicsandagentbasedmodelinganewapproachtoevacuationplanning
AT hammondrossa combiningcomputationalfluiddynamicsandagentbasedmodelinganewapproachtoevacuationplanning