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Swarm dynamics may give rise to Lévy flights
“Continuous-time correlated random walks” are now gaining traction as models of scale-finite animal movement patterns because they overcome inherent shortcomings with the prevailing paradigm - discrete random walk models. Continuous-time correlated random walk models are founded on the classic Lange...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4964348/ https://www.ncbi.nlm.nih.gov/pubmed/27465971 http://dx.doi.org/10.1038/srep30515 |
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author | Reynolds, Andrew M. Ouellette, Nicholas T. |
author_facet | Reynolds, Andrew M. Ouellette, Nicholas T. |
author_sort | Reynolds, Andrew M. |
collection | PubMed |
description | “Continuous-time correlated random walks” are now gaining traction as models of scale-finite animal movement patterns because they overcome inherent shortcomings with the prevailing paradigm - discrete random walk models. Continuous-time correlated random walk models are founded on the classic Langevin equation that is driven by purely additive noise. The Langevin equation is, however, changed fundamentally by the smallest of multiplicative noises. The inclusion of such noises gives rise to Lévy flights, a popular but controversial model of scale-free movement patterns. Multiplicative noises have not featured prominently in the literature on biological Lévy flights, being seen, perhaps, as no more than a mathematical contrivance. Here we show how Langevin equations driven by multiplicative noises and incumbent Lévy flights arise naturally in the modelling of swarms. Model predictions find some support in three-dimensional, time-resolved measurements of the positions of individual insects in laboratory swarms of the midge Chironomus riparius. We hereby provide a new window on Lévy flights as models of movement pattern data, linking patterns to generative processes. |
format | Online Article Text |
id | pubmed-4964348 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-49643482016-08-08 Swarm dynamics may give rise to Lévy flights Reynolds, Andrew M. Ouellette, Nicholas T. Sci Rep Article “Continuous-time correlated random walks” are now gaining traction as models of scale-finite animal movement patterns because they overcome inherent shortcomings with the prevailing paradigm - discrete random walk models. Continuous-time correlated random walk models are founded on the classic Langevin equation that is driven by purely additive noise. The Langevin equation is, however, changed fundamentally by the smallest of multiplicative noises. The inclusion of such noises gives rise to Lévy flights, a popular but controversial model of scale-free movement patterns. Multiplicative noises have not featured prominently in the literature on biological Lévy flights, being seen, perhaps, as no more than a mathematical contrivance. Here we show how Langevin equations driven by multiplicative noises and incumbent Lévy flights arise naturally in the modelling of swarms. Model predictions find some support in three-dimensional, time-resolved measurements of the positions of individual insects in laboratory swarms of the midge Chironomus riparius. We hereby provide a new window on Lévy flights as models of movement pattern data, linking patterns to generative processes. Nature Publishing Group 2016-07-28 /pmc/articles/PMC4964348/ /pubmed/27465971 http://dx.doi.org/10.1038/srep30515 Text en Copyright © 2016, The Author(s) http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ |
spellingShingle | Article Reynolds, Andrew M. Ouellette, Nicholas T. Swarm dynamics may give rise to Lévy flights |
title | Swarm dynamics may give rise to Lévy flights |
title_full | Swarm dynamics may give rise to Lévy flights |
title_fullStr | Swarm dynamics may give rise to Lévy flights |
title_full_unstemmed | Swarm dynamics may give rise to Lévy flights |
title_short | Swarm dynamics may give rise to Lévy flights |
title_sort | swarm dynamics may give rise to lévy flights |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4964348/ https://www.ncbi.nlm.nih.gov/pubmed/27465971 http://dx.doi.org/10.1038/srep30515 |
work_keys_str_mv | AT reynoldsandrewm swarmdynamicsmaygiverisetolevyflights AT ouellettenicholast swarmdynamicsmaygiverisetolevyflights |