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Scaling in Colloidal and Biological Networks
Scaling and dimensional analysis is applied to networks that describe various physical systems. Some of these networks possess fractal, scale-free, and small-world properties. The amount of information contained in a network is found by calculating its Shannon entropy. First, we consider networks ar...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7517159/ https://www.ncbi.nlm.nih.gov/pubmed/33286394 http://dx.doi.org/10.3390/e22060622 |
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author | Nosonovsky, Michael Roy, Prosun |
author_facet | Nosonovsky, Michael Roy, Prosun |
author_sort | Nosonovsky, Michael |
collection | PubMed |
description | Scaling and dimensional analysis is applied to networks that describe various physical systems. Some of these networks possess fractal, scale-free, and small-world properties. The amount of information contained in a network is found by calculating its Shannon entropy. First, we consider networks arising from granular and colloidal systems (small colloidal and droplet clusters) due to pairwise interaction between the particles. Many networks found in colloidal science possess self-organizing properties due to the effect of percolation and/or self-organized criticality. Then, we discuss the allometric laws in branching vascular networks, artificial neural networks, cortical neural networks, as well as immune networks, which serve as a source of inspiration for both surface engineering and information technology. Scaling relationships in complex networks of neurons, which are organized in the neocortex in a hierarchical manner, suggest that the characteristic time constant is independent of brain size when interspecies comparison is conducted. The information content, scaling, dimensional, and topological properties of these networks are discussed. |
format | Online Article Text |
id | pubmed-7517159 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-75171592020-11-09 Scaling in Colloidal and Biological Networks Nosonovsky, Michael Roy, Prosun Entropy (Basel) Review Scaling and dimensional analysis is applied to networks that describe various physical systems. Some of these networks possess fractal, scale-free, and small-world properties. The amount of information contained in a network is found by calculating its Shannon entropy. First, we consider networks arising from granular and colloidal systems (small colloidal and droplet clusters) due to pairwise interaction between the particles. Many networks found in colloidal science possess self-organizing properties due to the effect of percolation and/or self-organized criticality. Then, we discuss the allometric laws in branching vascular networks, artificial neural networks, cortical neural networks, as well as immune networks, which serve as a source of inspiration for both surface engineering and information technology. Scaling relationships in complex networks of neurons, which are organized in the neocortex in a hierarchical manner, suggest that the characteristic time constant is independent of brain size when interspecies comparison is conducted. The information content, scaling, dimensional, and topological properties of these networks are discussed. MDPI 2020-06-04 /pmc/articles/PMC7517159/ /pubmed/33286394 http://dx.doi.org/10.3390/e22060622 Text en © 2020 by the authors. 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 (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Review Nosonovsky, Michael Roy, Prosun Scaling in Colloidal and Biological Networks |
title | Scaling in Colloidal and Biological Networks |
title_full | Scaling in Colloidal and Biological Networks |
title_fullStr | Scaling in Colloidal and Biological Networks |
title_full_unstemmed | Scaling in Colloidal and Biological Networks |
title_short | Scaling in Colloidal and Biological Networks |
title_sort | scaling in colloidal and biological networks |
topic | Review |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7517159/ https://www.ncbi.nlm.nih.gov/pubmed/33286394 http://dx.doi.org/10.3390/e22060622 |
work_keys_str_mv | AT nosonovskymichael scalingincolloidalandbiologicalnetworks AT royprosun scalingincolloidalandbiologicalnetworks |