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Mathematical modelling and application of frog choruses as an autonomous distributed communication system

Interactions using various sensory cues produce sophisticated behaviour in animal swarms, e.g. the foraging behaviour of ants and the flocking of birds and fish. Here, we investigate the behavioural mechanisms of frog choruses from the viewpoints of mathematical modelling and its application. Empiri...

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Autores principales: Aihara, Ikkyu, Kominami, Daichi, Hirano, Yasuharu, Murata, Masayuki
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Royal Society Publishing 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6366160/
https://www.ncbi.nlm.nih.gov/pubmed/30800364
http://dx.doi.org/10.1098/rsos.181117
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author Aihara, Ikkyu
Kominami, Daichi
Hirano, Yasuharu
Murata, Masayuki
author_facet Aihara, Ikkyu
Kominami, Daichi
Hirano, Yasuharu
Murata, Masayuki
author_sort Aihara, Ikkyu
collection PubMed
description Interactions using various sensory cues produce sophisticated behaviour in animal swarms, e.g. the foraging behaviour of ants and the flocking of birds and fish. Here, we investigate the behavioural mechanisms of frog choruses from the viewpoints of mathematical modelling and its application. Empirical data on male Japanese tree frogs demonstrate that (1) neighbouring male frogs avoid call overlaps with each other over a short time scale and (2) they collectively switch between the calling state and the silent state over a long time scale. To reproduce these features, we propose a mathematical model in which separate dynamical models spontaneously switch due to a stochastic process depending on the internal dynamics of respective frogs and also the interactions among the frogs. Next, the mathematical model is applied to the control of a wireless sensor network in which multiple sensor nodes send a data packet towards their neighbours so as to deliver the packet to a gateway node by multi-hop communication. Numerical simulation demonstrates that (1) neighbouring nodes can avoid a packet collision over a short time scale by alternating the timing of data transmission and (2) all the nodes collectively switch their states over a long time scale, establishing high network connectivity while reducing network power consumption. Consequently, this study highlights the unique dynamics of frog choruses over multiple time scales and also provides a novel bio-inspired technology that is applicable to the control of a wireless sensor network.
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spelling pubmed-63661602019-02-22 Mathematical modelling and application of frog choruses as an autonomous distributed communication system Aihara, Ikkyu Kominami, Daichi Hirano, Yasuharu Murata, Masayuki R Soc Open Sci Biology (Whole Organism) Interactions using various sensory cues produce sophisticated behaviour in animal swarms, e.g. the foraging behaviour of ants and the flocking of birds and fish. Here, we investigate the behavioural mechanisms of frog choruses from the viewpoints of mathematical modelling and its application. Empirical data on male Japanese tree frogs demonstrate that (1) neighbouring male frogs avoid call overlaps with each other over a short time scale and (2) they collectively switch between the calling state and the silent state over a long time scale. To reproduce these features, we propose a mathematical model in which separate dynamical models spontaneously switch due to a stochastic process depending on the internal dynamics of respective frogs and also the interactions among the frogs. Next, the mathematical model is applied to the control of a wireless sensor network in which multiple sensor nodes send a data packet towards their neighbours so as to deliver the packet to a gateway node by multi-hop communication. Numerical simulation demonstrates that (1) neighbouring nodes can avoid a packet collision over a short time scale by alternating the timing of data transmission and (2) all the nodes collectively switch their states over a long time scale, establishing high network connectivity while reducing network power consumption. Consequently, this study highlights the unique dynamics of frog choruses over multiple time scales and also provides a novel bio-inspired technology that is applicable to the control of a wireless sensor network. The Royal Society Publishing 2019-01-09 /pmc/articles/PMC6366160/ /pubmed/30800364 http://dx.doi.org/10.1098/rsos.181117 Text en © 2019 The Authors. http://creativecommons.org/licenses/by/4.0/ Published by the Royal Society under the terms of the Creative Commons Attribution License http://creativecommons.org/licenses/by/4.0/, which permits unrestricted use, provided the original author and source are credited.
spellingShingle Biology (Whole Organism)
Aihara, Ikkyu
Kominami, Daichi
Hirano, Yasuharu
Murata, Masayuki
Mathematical modelling and application of frog choruses as an autonomous distributed communication system
title Mathematical modelling and application of frog choruses as an autonomous distributed communication system
title_full Mathematical modelling and application of frog choruses as an autonomous distributed communication system
title_fullStr Mathematical modelling and application of frog choruses as an autonomous distributed communication system
title_full_unstemmed Mathematical modelling and application of frog choruses as an autonomous distributed communication system
title_short Mathematical modelling and application of frog choruses as an autonomous distributed communication system
title_sort mathematical modelling and application of frog choruses as an autonomous distributed communication system
topic Biology (Whole Organism)
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6366160/
https://www.ncbi.nlm.nih.gov/pubmed/30800364
http://dx.doi.org/10.1098/rsos.181117
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