Remarks on the Behavior of an Agent-Based Model of Spatial Distribution of Species

Detalhes bibliográficos
Autor(a) principal: Bioco, João
Data de Publicação: 2021
Outros Autores: Prata, Paula, Cánovas, Fernando, Fazendeiro, Paulo
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10400.6/11464
Resumo: Agent-based models have gained considerable notoriety in ecological modeling as well as in several other fields yearning for the ability to capture the emergent behavior of a complex system in which individuals interact with each other and with their environment. These models are implemented by applying a bottom-up approach, where the entire behavior of the system emerges from the local interaction between their components (agents or individuals). Usually, these interactions between individuals and their enclosing environment are modeled by very simple local rules. From the conceptual point of view, another appealing characteristic of this simulation approach is that it is well aligned with the reality whenever the system is composed of a multitude of individuals (behavioral units) that can be flexibly combined and placed in the environment. Due to their inherent flexibility, and despite of their simplicity, it is necessary to pay attention to the adjustments in their parameters which may result in unforeseen changes on the overall behavior of these models. In this paper we study the behavior of an agent-based model of spatial distribution of species, by analyzing the effects of the model parameters and the implications of the environment variables (that compose the environment where the species lives) on the models’ output. The presented experiments show that the behavior of the model depends mainly on the conditions of the environment where the species live, and the main parameters presented in life cycle of the species.
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spelling Remarks on the Behavior of an Agent-Based Model of Spatial Distribution of SpeciesAgent-based modeling(Biological) Spatial distributionComputer simulationDiscrete agentsParameterizationAgent-based models have gained considerable notoriety in ecological modeling as well as in several other fields yearning for the ability to capture the emergent behavior of a complex system in which individuals interact with each other and with their environment. These models are implemented by applying a bottom-up approach, where the entire behavior of the system emerges from the local interaction between their components (agents or individuals). Usually, these interactions between individuals and their enclosing environment are modeled by very simple local rules. From the conceptual point of view, another appealing characteristic of this simulation approach is that it is well aligned with the reality whenever the system is composed of a multitude of individuals (behavioral units) that can be flexibly combined and placed in the environment. Due to their inherent flexibility, and despite of their simplicity, it is necessary to pay attention to the adjustments in their parameters which may result in unforeseen changes on the overall behavior of these models. In this paper we study the behavior of an agent-based model of spatial distribution of species, by analyzing the effects of the model parameters and the implications of the environment variables (that compose the environment where the species lives) on the models’ output. The presented experiments show that the behavior of the model depends mainly on the conditions of the environment where the species live, and the main parameters presented in life cycle of the species.This work was supported by operation Centro-01-0145-FEDER-000019 - C4 - Centro de Competências em Cloud Computing, co-financed by the European Regional Development Fund (ERDF) through the Programa Operacional Regional do Centro (Centro 2020), in the scope of the Sistema de Apoio à Investigação Científica e Tecnológica - Programas Integrados de IC\&DT.uBibliorumBioco, JoãoPrata, PaulaCánovas, FernandoFazendeiro, Paulo2021-12-22T09:38:04Z20212021-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10400.6/11464eng10.33166/AETiC.2021.02.004info:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2023-12-15T09:53:56Zoai:ubibliorum.ubi.pt:10400.6/11464Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-20T00:51:15.060117Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Remarks on the Behavior of an Agent-Based Model of Spatial Distribution of Species
title Remarks on the Behavior of an Agent-Based Model of Spatial Distribution of Species
spellingShingle Remarks on the Behavior of an Agent-Based Model of Spatial Distribution of Species
Bioco, João
Agent-based modeling
(Biological) Spatial distribution
Computer simulation
Discrete agents
Parameterization
title_short Remarks on the Behavior of an Agent-Based Model of Spatial Distribution of Species
title_full Remarks on the Behavior of an Agent-Based Model of Spatial Distribution of Species
title_fullStr Remarks on the Behavior of an Agent-Based Model of Spatial Distribution of Species
title_full_unstemmed Remarks on the Behavior of an Agent-Based Model of Spatial Distribution of Species
title_sort Remarks on the Behavior of an Agent-Based Model of Spatial Distribution of Species
author Bioco, João
author_facet Bioco, João
Prata, Paula
Cánovas, Fernando
Fazendeiro, Paulo
author_role author
author2 Prata, Paula
Cánovas, Fernando
Fazendeiro, Paulo
author2_role author
author
author
dc.contributor.none.fl_str_mv uBibliorum
dc.contributor.author.fl_str_mv Bioco, João
Prata, Paula
Cánovas, Fernando
Fazendeiro, Paulo
dc.subject.por.fl_str_mv Agent-based modeling
(Biological) Spatial distribution
Computer simulation
Discrete agents
Parameterization
topic Agent-based modeling
(Biological) Spatial distribution
Computer simulation
Discrete agents
Parameterization
description Agent-based models have gained considerable notoriety in ecological modeling as well as in several other fields yearning for the ability to capture the emergent behavior of a complex system in which individuals interact with each other and with their environment. These models are implemented by applying a bottom-up approach, where the entire behavior of the system emerges from the local interaction between their components (agents or individuals). Usually, these interactions between individuals and their enclosing environment are modeled by very simple local rules. From the conceptual point of view, another appealing characteristic of this simulation approach is that it is well aligned with the reality whenever the system is composed of a multitude of individuals (behavioral units) that can be flexibly combined and placed in the environment. Due to their inherent flexibility, and despite of their simplicity, it is necessary to pay attention to the adjustments in their parameters which may result in unforeseen changes on the overall behavior of these models. In this paper we study the behavior of an agent-based model of spatial distribution of species, by analyzing the effects of the model parameters and the implications of the environment variables (that compose the environment where the species lives) on the models’ output. The presented experiments show that the behavior of the model depends mainly on the conditions of the environment where the species live, and the main parameters presented in life cycle of the species.
publishDate 2021
dc.date.none.fl_str_mv 2021-12-22T09:38:04Z
2021
2021-01-01T00:00:00Z
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url http://hdl.handle.net/10400.6/11464
dc.language.iso.fl_str_mv eng
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dc.relation.none.fl_str_mv 10.33166/AETiC.2021.02.004
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