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Lévy movements and a slowly decaying memory allow efficient collective learning in groups of interacting foragers

Many animal species benefit from spatial learning to adapt their foraging movements to the distribution of resources. Learning involves the collection, storage and retrieval of information, and depends on both the random search strategies employed and the memory capacities of the individual. For ani...

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Autores principales: Falcón-Cortés, Andrea, Boyer, Denis, Aldana, Maximino, Ramos-Fernández, Gabriel
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10602389/
https://www.ncbi.nlm.nih.gov/pubmed/37844076
http://dx.doi.org/10.1371/journal.pcbi.1011528
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author Falcón-Cortés, Andrea
Boyer, Denis
Aldana, Maximino
Ramos-Fernández, Gabriel
author_facet Falcón-Cortés, Andrea
Boyer, Denis
Aldana, Maximino
Ramos-Fernández, Gabriel
author_sort Falcón-Cortés, Andrea
collection PubMed
description Many animal species benefit from spatial learning to adapt their foraging movements to the distribution of resources. Learning involves the collection, storage and retrieval of information, and depends on both the random search strategies employed and the memory capacities of the individual. For animals living in social groups, spatial learning can be further enhanced by information transfer among group members. However, how individual behavior affects the emergence of collective states of learning is still poorly understood. Here, with the help of a spatially explicit agent-based model where individuals transfer information to their peers, we analyze the effects on the use of resources of varying memory capacities in combination with different exploration strategies, such as ordinary random walks and Lévy flights. We find that individual Lévy displacements associated with a slow memory decay lead to a very rapid collective response, a high group cohesion and to an optimal exploitation of the best resource patches in static but complex environments, even when the interaction rate among individuals is low.
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spelling pubmed-106023892023-10-27 Lévy movements and a slowly decaying memory allow efficient collective learning in groups of interacting foragers Falcón-Cortés, Andrea Boyer, Denis Aldana, Maximino Ramos-Fernández, Gabriel PLoS Comput Biol Research Article Many animal species benefit from spatial learning to adapt their foraging movements to the distribution of resources. Learning involves the collection, storage and retrieval of information, and depends on both the random search strategies employed and the memory capacities of the individual. For animals living in social groups, spatial learning can be further enhanced by information transfer among group members. However, how individual behavior affects the emergence of collective states of learning is still poorly understood. Here, with the help of a spatially explicit agent-based model where individuals transfer information to their peers, we analyze the effects on the use of resources of varying memory capacities in combination with different exploration strategies, such as ordinary random walks and Lévy flights. We find that individual Lévy displacements associated with a slow memory decay lead to a very rapid collective response, a high group cohesion and to an optimal exploitation of the best resource patches in static but complex environments, even when the interaction rate among individuals is low. Public Library of Science 2023-10-16 /pmc/articles/PMC10602389/ /pubmed/37844076 http://dx.doi.org/10.1371/journal.pcbi.1011528 Text en © 2023 Falcón-Cortés et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://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
Falcón-Cortés, Andrea
Boyer, Denis
Aldana, Maximino
Ramos-Fernández, Gabriel
Lévy movements and a slowly decaying memory allow efficient collective learning in groups of interacting foragers
title Lévy movements and a slowly decaying memory allow efficient collective learning in groups of interacting foragers
title_full Lévy movements and a slowly decaying memory allow efficient collective learning in groups of interacting foragers
title_fullStr Lévy movements and a slowly decaying memory allow efficient collective learning in groups of interacting foragers
title_full_unstemmed Lévy movements and a slowly decaying memory allow efficient collective learning in groups of interacting foragers
title_short Lévy movements and a slowly decaying memory allow efficient collective learning in groups of interacting foragers
title_sort lévy movements and a slowly decaying memory allow efficient collective learning in groups of interacting foragers
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10602389/
https://www.ncbi.nlm.nih.gov/pubmed/37844076
http://dx.doi.org/10.1371/journal.pcbi.1011528
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