Cargando…

An agent-based model of urban insurgence: Effect of gathering sites and Koopman mode analysis

The paper investigates the effect of preferential gathering sites on urban insurgency in an agent-based model (ABM). The ABM model was proposed in earlier work and has been validated using FBI data. There is a nonlinear tradeoff between the local density of citizens due to the number of preferential...

Descripción completa

Detalles Bibliográficos
Autores principales: Fonoberova, Maria, Mezić, Igor, Mezić, Jadranka, Mohr, Ryan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6173437/
https://www.ncbi.nlm.nih.gov/pubmed/30289939
http://dx.doi.org/10.1371/journal.pone.0205259
_version_ 1783361129752297472
author Fonoberova, Maria
Mezić, Igor
Mezić, Jadranka
Mohr, Ryan
author_facet Fonoberova, Maria
Mezić, Igor
Mezić, Jadranka
Mohr, Ryan
author_sort Fonoberova, Maria
collection PubMed
description The paper investigates the effect of preferential gathering sites on urban insurgency in an agent-based model (ABM). The ABM model was proposed in earlier work and has been validated using FBI data. There is a nonlinear tradeoff between the local density of citizens due to the number of preferential gathering sites and the ability of law enforcement officers (LEOs) to adequately patrol that leads to a non-monotonic behavior in the number of large scale outburst of insurgency with respect to the number of gathering sites. The inclusion of a moderate number of sites decreases the number of large-scale outbursts. Having no gathering sites or a large number of gathering sites has a dilutive effect on the number of large-scale outbursts. Thus, this non-monotonicity indicates that a small number of organized units produces a larger insurgency effect than a larger number of distributed units. It is also shown, using Koopman mode analysis, that the spatial morphology of agents due to the gathering sites gives rise to temporal organization of the model dynamics; there is a prominent quasi-periodic component in the number of active and intimidated citizens and in the spatial distribution of the LEOs.
format Online
Article
Text
id pubmed-6173437
institution National Center for Biotechnology Information
language English
publishDate 2018
publisher Public Library of Science
record_format MEDLINE/PubMed
spelling pubmed-61734372018-10-19 An agent-based model of urban insurgence: Effect of gathering sites and Koopman mode analysis Fonoberova, Maria Mezić, Igor Mezić, Jadranka Mohr, Ryan PLoS One Research Article The paper investigates the effect of preferential gathering sites on urban insurgency in an agent-based model (ABM). The ABM model was proposed in earlier work and has been validated using FBI data. There is a nonlinear tradeoff between the local density of citizens due to the number of preferential gathering sites and the ability of law enforcement officers (LEOs) to adequately patrol that leads to a non-monotonic behavior in the number of large scale outburst of insurgency with respect to the number of gathering sites. The inclusion of a moderate number of sites decreases the number of large-scale outbursts. Having no gathering sites or a large number of gathering sites has a dilutive effect on the number of large-scale outbursts. Thus, this non-monotonicity indicates that a small number of organized units produces a larger insurgency effect than a larger number of distributed units. It is also shown, using Koopman mode analysis, that the spatial morphology of agents due to the gathering sites gives rise to temporal organization of the model dynamics; there is a prominent quasi-periodic component in the number of active and intimidated citizens and in the spatial distribution of the LEOs. Public Library of Science 2018-10-05 /pmc/articles/PMC6173437/ /pubmed/30289939 http://dx.doi.org/10.1371/journal.pone.0205259 Text en © 2018 Fonoberova 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 (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Fonoberova, Maria
Mezić, Igor
Mezić, Jadranka
Mohr, Ryan
An agent-based model of urban insurgence: Effect of gathering sites and Koopman mode analysis
title An agent-based model of urban insurgence: Effect of gathering sites and Koopman mode analysis
title_full An agent-based model of urban insurgence: Effect of gathering sites and Koopman mode analysis
title_fullStr An agent-based model of urban insurgence: Effect of gathering sites and Koopman mode analysis
title_full_unstemmed An agent-based model of urban insurgence: Effect of gathering sites and Koopman mode analysis
title_short An agent-based model of urban insurgence: Effect of gathering sites and Koopman mode analysis
title_sort agent-based model of urban insurgence: effect of gathering sites and koopman mode analysis
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6173437/
https://www.ncbi.nlm.nih.gov/pubmed/30289939
http://dx.doi.org/10.1371/journal.pone.0205259
work_keys_str_mv AT fonoberovamaria anagentbasedmodelofurbaninsurgenceeffectofgatheringsitesandkoopmanmodeanalysis
AT mezicigor anagentbasedmodelofurbaninsurgenceeffectofgatheringsitesandkoopmanmodeanalysis
AT mezicjadranka anagentbasedmodelofurbaninsurgenceeffectofgatheringsitesandkoopmanmodeanalysis
AT mohrryan anagentbasedmodelofurbaninsurgenceeffectofgatheringsitesandkoopmanmodeanalysis
AT fonoberovamaria agentbasedmodelofurbaninsurgenceeffectofgatheringsitesandkoopmanmodeanalysis
AT mezicigor agentbasedmodelofurbaninsurgenceeffectofgatheringsitesandkoopmanmodeanalysis
AT mezicjadranka agentbasedmodelofurbaninsurgenceeffectofgatheringsitesandkoopmanmodeanalysis
AT mohrryan agentbasedmodelofurbaninsurgenceeffectofgatheringsitesandkoopmanmodeanalysis