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Individual-Based Modelling Potentials and Limitations

Individual-based modelling (IBM) is an important option in ecology for the study of specific properties of complex ecological interaction networks. The main application of this model type is the analysis of population characteristics at high resolution. IBM also contributes to the advancement of eco...

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Autor principal: Breckling, Broder
Formato: Online Artículo Texto
Lenguaje:English
Publicado: TheScientificWorldJOURNAL 2002
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6009380/
https://www.ncbi.nlm.nih.gov/pubmed/12805962
http://dx.doi.org/10.1100/tsw.2002.179
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author Breckling, Broder
author_facet Breckling, Broder
author_sort Breckling, Broder
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description Individual-based modelling (IBM) is an important option in ecology for the study of specific properties of complex ecological interaction networks. The main application of this model type is the analysis of population characteristics at high resolution. IBM also contributes to the advancement of ecological theory. One of the remarkable potentials of the approach is the possibility of studying self-organization and emergent properties that arise from individual actions on higher integration levels, especially on the population level. This review outlines the background and different application fields of individual-based models together with a short description of the technical implications of model setup. The limitations of this modelling approach result from the technical basis of model construction, which can handle a limited number of active entities only. Limits in biological knowledge also restrict the application of this model type. The paper presents some individual-based models that have been developed for different purposes and briefly discusses these models. Concerning the perspective of IBM, a coincidence with developments in artificial life research is explained. IBM shifts the focus of ecological analysis of dynamic systems from structurally fixed settings to the analysis of self-organizing interaction patterns that are variable in quantity and quality.
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spelling pubmed-60093802018-07-04 Individual-Based Modelling Potentials and Limitations Breckling, Broder ScientificWorldJournal Mini-Review Article Individual-based modelling (IBM) is an important option in ecology for the study of specific properties of complex ecological interaction networks. The main application of this model type is the analysis of population characteristics at high resolution. IBM also contributes to the advancement of ecological theory. One of the remarkable potentials of the approach is the possibility of studying self-organization and emergent properties that arise from individual actions on higher integration levels, especially on the population level. This review outlines the background and different application fields of individual-based models together with a short description of the technical implications of model setup. The limitations of this modelling approach result from the technical basis of model construction, which can handle a limited number of active entities only. Limits in biological knowledge also restrict the application of this model type. The paper presents some individual-based models that have been developed for different purposes and briefly discusses these models. Concerning the perspective of IBM, a coincidence with developments in artificial life research is explained. IBM shifts the focus of ecological analysis of dynamic systems from structurally fixed settings to the analysis of self-organizing interaction patterns that are variable in quantity and quality. TheScientificWorldJOURNAL 2002-04-19 /pmc/articles/PMC6009380/ /pubmed/12805962 http://dx.doi.org/10.1100/tsw.2002.179 Text en Copyright © 2002 Broder Breckling. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Mini-Review Article
Breckling, Broder
Individual-Based Modelling Potentials and Limitations
title Individual-Based Modelling Potentials and Limitations
title_full Individual-Based Modelling Potentials and Limitations
title_fullStr Individual-Based Modelling Potentials and Limitations
title_full_unstemmed Individual-Based Modelling Potentials and Limitations
title_short Individual-Based Modelling Potentials and Limitations
title_sort individual-based modelling potentials and limitations
topic Mini-Review Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6009380/
https://www.ncbi.nlm.nih.gov/pubmed/12805962
http://dx.doi.org/10.1100/tsw.2002.179
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