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Agent-based and continuous models of hopper bands for the Australian plague locust: How resource consumption mediates pulse formation and geometry
Locusts are significant agricultural pests. Under favorable environmental conditions flightless juveniles may aggregate into coherent, aligned swarms referred to as hopper bands. These bands are often observed as a propagating wave having a dense front with rapidly decreasing density in the wake. A...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7224576/ https://www.ncbi.nlm.nih.gov/pubmed/32365072 http://dx.doi.org/10.1371/journal.pcbi.1007820 |
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author | Bernoff, Andrew J. Culshaw-Maurer, Michael Everett, Rebecca A. Hohn, Maryann E. Strickland, W. Christopher Weinburd, Jasper |
author_facet | Bernoff, Andrew J. Culshaw-Maurer, Michael Everett, Rebecca A. Hohn, Maryann E. Strickland, W. Christopher Weinburd, Jasper |
author_sort | Bernoff, Andrew J. |
collection | PubMed |
description | Locusts are significant agricultural pests. Under favorable environmental conditions flightless juveniles may aggregate into coherent, aligned swarms referred to as hopper bands. These bands are often observed as a propagating wave having a dense front with rapidly decreasing density in the wake. A tantalizing and common observation is that these fronts slow and steepen in the presence of green vegetation. This suggests the collective motion of the band is mediated by resource consumption. Our goal is to model and quantify this effect. We focus on the Australian plague locust, for which excellent field and experimental data is available. Exploiting the alignment of locusts in hopper bands, we concentrate solely on the density variation perpendicular to the front. We develop two models in tandem; an agent-based model that tracks the position of individuals and a partial differential equation model that describes locust density. In both these models, locust are either stationary (and feeding) or moving. Resources decrease with feeding. The rate at which locusts transition between moving and stationary (and vice versa) is enhanced (diminished) by resource abundance. This effect proves essential to the formation, shape, and speed of locust hopper bands in our models. From the biological literature we estimate ranges for the ten input parameters of our models. Sobol sensitivity analysis yields insight into how the band’s collective characteristics vary with changes in the input parameters. By examining 4.4 million parameter combinations, we identify biologically consistent parameters that reproduce field observations. We thus demonstrate that resource-dependent behavior can explain the density distribution observed in locust hopper bands. This work suggests that feeding behaviors should be an intrinsic part of future modeling efforts. |
format | Online Article Text |
id | pubmed-7224576 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-72245762020-06-01 Agent-based and continuous models of hopper bands for the Australian plague locust: How resource consumption mediates pulse formation and geometry Bernoff, Andrew J. Culshaw-Maurer, Michael Everett, Rebecca A. Hohn, Maryann E. Strickland, W. Christopher Weinburd, Jasper PLoS Comput Biol Research Article Locusts are significant agricultural pests. Under favorable environmental conditions flightless juveniles may aggregate into coherent, aligned swarms referred to as hopper bands. These bands are often observed as a propagating wave having a dense front with rapidly decreasing density in the wake. A tantalizing and common observation is that these fronts slow and steepen in the presence of green vegetation. This suggests the collective motion of the band is mediated by resource consumption. Our goal is to model and quantify this effect. We focus on the Australian plague locust, for which excellent field and experimental data is available. Exploiting the alignment of locusts in hopper bands, we concentrate solely on the density variation perpendicular to the front. We develop two models in tandem; an agent-based model that tracks the position of individuals and a partial differential equation model that describes locust density. In both these models, locust are either stationary (and feeding) or moving. Resources decrease with feeding. The rate at which locusts transition between moving and stationary (and vice versa) is enhanced (diminished) by resource abundance. This effect proves essential to the formation, shape, and speed of locust hopper bands in our models. From the biological literature we estimate ranges for the ten input parameters of our models. Sobol sensitivity analysis yields insight into how the band’s collective characteristics vary with changes in the input parameters. By examining 4.4 million parameter combinations, we identify biologically consistent parameters that reproduce field observations. We thus demonstrate that resource-dependent behavior can explain the density distribution observed in locust hopper bands. This work suggests that feeding behaviors should be an intrinsic part of future modeling efforts. Public Library of Science 2020-05-04 /pmc/articles/PMC7224576/ /pubmed/32365072 http://dx.doi.org/10.1371/journal.pcbi.1007820 Text en © 2020 Bernoff et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Bernoff, Andrew J. Culshaw-Maurer, Michael Everett, Rebecca A. Hohn, Maryann E. Strickland, W. Christopher Weinburd, Jasper Agent-based and continuous models of hopper bands for the Australian plague locust: How resource consumption mediates pulse formation and geometry |
title | Agent-based and continuous models of hopper bands for the Australian plague locust: How resource consumption mediates pulse formation and geometry |
title_full | Agent-based and continuous models of hopper bands for the Australian plague locust: How resource consumption mediates pulse formation and geometry |
title_fullStr | Agent-based and continuous models of hopper bands for the Australian plague locust: How resource consumption mediates pulse formation and geometry |
title_full_unstemmed | Agent-based and continuous models of hopper bands for the Australian plague locust: How resource consumption mediates pulse formation and geometry |
title_short | Agent-based and continuous models of hopper bands for the Australian plague locust: How resource consumption mediates pulse formation and geometry |
title_sort | agent-based and continuous models of hopper bands for the australian plague locust: how resource consumption mediates pulse formation and geometry |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7224576/ https://www.ncbi.nlm.nih.gov/pubmed/32365072 http://dx.doi.org/10.1371/journal.pcbi.1007820 |
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