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Multiscale Modelling and Analysis of Collective Decision Making in Swarm Robotics

We present a unified approach to describing certain types of collective decision making in swarm robotics that bridges from a microscopic individual-based description to aggregate properties. Our approach encompasses robot swarm experiments, microscopic and probabilistic macroscopic-discrete simulat...

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Detalles Bibliográficos
Autores principales: Vigelius, Matthias, Meyer, Bernd, Pascoe, Geoffrey
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4219724/
https://www.ncbi.nlm.nih.gov/pubmed/25369026
http://dx.doi.org/10.1371/journal.pone.0111542
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author Vigelius, Matthias
Meyer, Bernd
Pascoe, Geoffrey
author_facet Vigelius, Matthias
Meyer, Bernd
Pascoe, Geoffrey
author_sort Vigelius, Matthias
collection PubMed
description We present a unified approach to describing certain types of collective decision making in swarm robotics that bridges from a microscopic individual-based description to aggregate properties. Our approach encompasses robot swarm experiments, microscopic and probabilistic macroscopic-discrete simulations as well as an analytic mathematical model. Following up on previous work, we identify the symmetry parameter, a measure of the progress of the swarm towards a decision, as a fundamental integrated swarm property and formulate its time evolution as a continuous-time Markov process. Contrary to previous work, which justified this approach only empirically and a posteriori, we justify it from first principles and derive hard limits on the parameter regime in which it is applicable.
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spelling pubmed-42197242014-11-12 Multiscale Modelling and Analysis of Collective Decision Making in Swarm Robotics Vigelius, Matthias Meyer, Bernd Pascoe, Geoffrey PLoS One Research Article We present a unified approach to describing certain types of collective decision making in swarm robotics that bridges from a microscopic individual-based description to aggregate properties. Our approach encompasses robot swarm experiments, microscopic and probabilistic macroscopic-discrete simulations as well as an analytic mathematical model. Following up on previous work, we identify the symmetry parameter, a measure of the progress of the swarm towards a decision, as a fundamental integrated swarm property and formulate its time evolution as a continuous-time Markov process. Contrary to previous work, which justified this approach only empirically and a posteriori, we justify it from first principles and derive hard limits on the parameter regime in which it is applicable. Public Library of Science 2014-11-04 /pmc/articles/PMC4219724/ /pubmed/25369026 http://dx.doi.org/10.1371/journal.pone.0111542 Text en © 2014 Vigelius 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, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Vigelius, Matthias
Meyer, Bernd
Pascoe, Geoffrey
Multiscale Modelling and Analysis of Collective Decision Making in Swarm Robotics
title Multiscale Modelling and Analysis of Collective Decision Making in Swarm Robotics
title_full Multiscale Modelling and Analysis of Collective Decision Making in Swarm Robotics
title_fullStr Multiscale Modelling and Analysis of Collective Decision Making in Swarm Robotics
title_full_unstemmed Multiscale Modelling and Analysis of Collective Decision Making in Swarm Robotics
title_short Multiscale Modelling and Analysis of Collective Decision Making in Swarm Robotics
title_sort multiscale modelling and analysis of collective decision making in swarm robotics
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4219724/
https://www.ncbi.nlm.nih.gov/pubmed/25369026
http://dx.doi.org/10.1371/journal.pone.0111542
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