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Temporal, Structural, and Functional Heterogeneities Extend Criticality and Antifragility in Random Boolean Networks
Most models of complex systems have been homogeneous, i.e., all elements have the same properties (spatial, temporal, structural, functional). However, most natural systems are heterogeneous: few elements are more relevant, larger, stronger, or faster than others. In homogeneous systems, criticality...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9955688/ https://www.ncbi.nlm.nih.gov/pubmed/36832621 http://dx.doi.org/10.3390/e25020254 |
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author | López-Díaz, Amahury Jafet Sánchez-Puig, Fernanda Gershenson, Carlos |
author_facet | López-Díaz, Amahury Jafet Sánchez-Puig, Fernanda Gershenson, Carlos |
author_sort | López-Díaz, Amahury Jafet |
collection | PubMed |
description | Most models of complex systems have been homogeneous, i.e., all elements have the same properties (spatial, temporal, structural, functional). However, most natural systems are heterogeneous: few elements are more relevant, larger, stronger, or faster than others. In homogeneous systems, criticality—a balance between change and stability, order and chaos—is usually found for a very narrow region in the parameter space, close to a phase transition. Using random Boolean networks—a general model of discrete dynamical systems—we show that heterogeneity—in time, structure, and function—can broaden additively the parameter region where criticality is found. Moreover, parameter regions where antifragility is found are also increased with heterogeneity. However, maximum antifragility is found for particular parameters in homogeneous networks. Our work suggests that the “optimal” balance between homogeneity and heterogeneity is non-trivial, context-dependent, and in some cases, dynamic. |
format | Online Article Text |
id | pubmed-9955688 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-99556882023-02-25 Temporal, Structural, and Functional Heterogeneities Extend Criticality and Antifragility in Random Boolean Networks López-Díaz, Amahury Jafet Sánchez-Puig, Fernanda Gershenson, Carlos Entropy (Basel) Article Most models of complex systems have been homogeneous, i.e., all elements have the same properties (spatial, temporal, structural, functional). However, most natural systems are heterogeneous: few elements are more relevant, larger, stronger, or faster than others. In homogeneous systems, criticality—a balance between change and stability, order and chaos—is usually found for a very narrow region in the parameter space, close to a phase transition. Using random Boolean networks—a general model of discrete dynamical systems—we show that heterogeneity—in time, structure, and function—can broaden additively the parameter region where criticality is found. Moreover, parameter regions where antifragility is found are also increased with heterogeneity. However, maximum antifragility is found for particular parameters in homogeneous networks. Our work suggests that the “optimal” balance between homogeneity and heterogeneity is non-trivial, context-dependent, and in some cases, dynamic. MDPI 2023-01-31 /pmc/articles/PMC9955688/ /pubmed/36832621 http://dx.doi.org/10.3390/e25020254 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article López-Díaz, Amahury Jafet Sánchez-Puig, Fernanda Gershenson, Carlos Temporal, Structural, and Functional Heterogeneities Extend Criticality and Antifragility in Random Boolean Networks |
title | Temporal, Structural, and Functional Heterogeneities Extend Criticality and Antifragility in Random Boolean Networks |
title_full | Temporal, Structural, and Functional Heterogeneities Extend Criticality and Antifragility in Random Boolean Networks |
title_fullStr | Temporal, Structural, and Functional Heterogeneities Extend Criticality and Antifragility in Random Boolean Networks |
title_full_unstemmed | Temporal, Structural, and Functional Heterogeneities Extend Criticality and Antifragility in Random Boolean Networks |
title_short | Temporal, Structural, and Functional Heterogeneities Extend Criticality and Antifragility in Random Boolean Networks |
title_sort | temporal, structural, and functional heterogeneities extend criticality and antifragility in random boolean networks |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9955688/ https://www.ncbi.nlm.nih.gov/pubmed/36832621 http://dx.doi.org/10.3390/e25020254 |
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