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...
Autores principales: | , , |
---|---|
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 |