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A model of octopus epidermis pattern mimicry mechanisms using inverse operation of the Turing reaction model

Many cephalopods such as octopi and squid can purposefully and rapidly change their skin color. Furthermore, it is widely known that some octopi have the ability to rapidly change the color and unevenness of their skin to mimic their surroundings. However, there has been little research published on...

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Detalles Bibliográficos
Autor principal: Ishida, Takeshi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8357167/
https://www.ncbi.nlm.nih.gov/pubmed/34379702
http://dx.doi.org/10.1371/journal.pone.0256025
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author Ishida, Takeshi
author_facet Ishida, Takeshi
author_sort Ishida, Takeshi
collection PubMed
description Many cephalopods such as octopi and squid can purposefully and rapidly change their skin color. Furthermore, it is widely known that some octopi have the ability to rapidly change the color and unevenness of their skin to mimic their surroundings. However, there has been little research published on the mechanisms by which an octopus recognizes its surrounding landscape and changes its skin pattern. We are unaware of any hypothetical model that explains this mimicry mechanism to date. In this study, the mechanism of octopus skin pattern change was assumed to be based on the Turing pattern model. Here, pattern formation using the Turing model was realized using an equivalent filter calculation model and a cellular automaton instead of directly solving the differential equations. It was shown that this model can create various patterns using two feature parameters. Furthermore, for visual recognition where two features are extracted from the Turing pattern image, a method that requires minimal calculation using the characteristics of the cellular Turing pattern model is proposed. These two calculations can be expressed in the same mathematical frame based on the cellular automaton model using a convolution filter. As a result, a model that is capable of extracting features from patterns and reconstructing those patterns rapidly can be created. This represents a basic model of the mimicry mechanism of octopi. Further, this study demonstrates the potential for creating a model with minimal learning calculation for application to machine learning.
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spelling pubmed-83571672021-08-12 A model of octopus epidermis pattern mimicry mechanisms using inverse operation of the Turing reaction model Ishida, Takeshi PLoS One Research Article Many cephalopods such as octopi and squid can purposefully and rapidly change their skin color. Furthermore, it is widely known that some octopi have the ability to rapidly change the color and unevenness of their skin to mimic their surroundings. However, there has been little research published on the mechanisms by which an octopus recognizes its surrounding landscape and changes its skin pattern. We are unaware of any hypothetical model that explains this mimicry mechanism to date. In this study, the mechanism of octopus skin pattern change was assumed to be based on the Turing pattern model. Here, pattern formation using the Turing model was realized using an equivalent filter calculation model and a cellular automaton instead of directly solving the differential equations. It was shown that this model can create various patterns using two feature parameters. Furthermore, for visual recognition where two features are extracted from the Turing pattern image, a method that requires minimal calculation using the characteristics of the cellular Turing pattern model is proposed. These two calculations can be expressed in the same mathematical frame based on the cellular automaton model using a convolution filter. As a result, a model that is capable of extracting features from patterns and reconstructing those patterns rapidly can be created. This represents a basic model of the mimicry mechanism of octopi. Further, this study demonstrates the potential for creating a model with minimal learning calculation for application to machine learning. Public Library of Science 2021-08-11 /pmc/articles/PMC8357167/ /pubmed/34379702 http://dx.doi.org/10.1371/journal.pone.0256025 Text en © 2021 Takeshi Ishida 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
Ishida, Takeshi
A model of octopus epidermis pattern mimicry mechanisms using inverse operation of the Turing reaction model
title A model of octopus epidermis pattern mimicry mechanisms using inverse operation of the Turing reaction model
title_full A model of octopus epidermis pattern mimicry mechanisms using inverse operation of the Turing reaction model
title_fullStr A model of octopus epidermis pattern mimicry mechanisms using inverse operation of the Turing reaction model
title_full_unstemmed A model of octopus epidermis pattern mimicry mechanisms using inverse operation of the Turing reaction model
title_short A model of octopus epidermis pattern mimicry mechanisms using inverse operation of the Turing reaction model
title_sort model of octopus epidermis pattern mimicry mechanisms using inverse operation of the turing reaction model
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8357167/
https://www.ncbi.nlm.nih.gov/pubmed/34379702
http://dx.doi.org/10.1371/journal.pone.0256025
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