Cargando…
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...
Autores principales: | , , |
---|---|
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 |
_version_ | 1782342628376838144 |
---|---|
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. |
format | Online Article Text |
id | pubmed-4219724 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT vigeliusmatthias multiscalemodellingandanalysisofcollectivedecisionmakinginswarmrobotics AT meyerbernd multiscalemodellingandanalysisofcollectivedecisionmakinginswarmrobotics AT pascoegeoffrey multiscalemodellingandanalysisofcollectivedecisionmakinginswarmrobotics |