Collective states and their transitions in football.

Movement, positioning and coordination of player formations is a key aspect for the performance of teams within field-based sports. The increased availability of player tracking data has given rise to numerous studies that focus on the relationship between simple descriptive statistics surrounding t...

Descripción completa

Guardado en:
Detalles Bibliográficos
Autores principales: Mitchell Welch, Timothy M Schaerf, Aron Murphy
Formato: article
Lenguaje:EN
Publicado: Public Library of Science (PLoS) 2021
Materias:
R
Q
Acceso en línea:https://doaj.org/article/c16c534aa5d047a1ba9977b111af358c
Etiquetas: Agregar Etiqueta
Sin Etiquetas, Sea el primero en etiquetar este registro!
id oai:doaj.org-article:c16c534aa5d047a1ba9977b111af358c
record_format dspace
spelling oai:doaj.org-article:c16c534aa5d047a1ba9977b111af358c2021-11-25T06:19:02ZCollective states and their transitions in football.1932-620310.1371/journal.pone.0251970https://doaj.org/article/c16c534aa5d047a1ba9977b111af358c2021-01-01T00:00:00Zhttps://doi.org/10.1371/journal.pone.0251970https://doaj.org/toc/1932-6203Movement, positioning and coordination of player formations is a key aspect for the performance of teams within field-based sports. The increased availability of player tracking data has given rise to numerous studies that focus on the relationship between simple descriptive statistics surrounding team formation and performance. While these existing approaches have provided a high-level a view of team-based spatial formations, there is limited research on the nature of collective movement across players within teams and the establishment of stable collective states within game play. This study draws inspiration from the analysis of collective movement in nature, such as that observed within schools of fish and flocking birds, to explore the existence of collective states within the phases of play in soccer. Order parameters and metrics describing group motion and shape are derived from player movement tracks to uncover the nature of the team's collective states and transitions. This represents a unique addition to the current body of work around the analysis of player movement in team sports. The results from this study demonstrate that sequences of ordered collective behaviours exist with relatively rapid transitions between highly aligned polar and un-ordered swarm behaviours (and vice-versa). Defensive phases of play have a higher proportion of ordered team movement than attacking phases, indicating that movements linked with attacking tactics, such as player dispersion to generate passing and shooting opportunities leads to lower overall collective order. Exploration within this study suggests that defensive tactics, such as reducing the depth or width to close passing opportunities, allows for higher team movement speeds and increased levels of collective order. This study provides a novel view of player movement by visualising the collective states present across the phases of play in football.Mitchell WelchTimothy M SchaerfAron MurphyPublic Library of Science (PLoS)articleMedicineRScienceQENPLoS ONE, Vol 16, Iss 5, p e0251970 (2021)
institution DOAJ
collection DOAJ
language EN
topic Medicine
R
Science
Q
spellingShingle Medicine
R
Science
Q
Mitchell Welch
Timothy M Schaerf
Aron Murphy
Collective states and their transitions in football.
description Movement, positioning and coordination of player formations is a key aspect for the performance of teams within field-based sports. The increased availability of player tracking data has given rise to numerous studies that focus on the relationship between simple descriptive statistics surrounding team formation and performance. While these existing approaches have provided a high-level a view of team-based spatial formations, there is limited research on the nature of collective movement across players within teams and the establishment of stable collective states within game play. This study draws inspiration from the analysis of collective movement in nature, such as that observed within schools of fish and flocking birds, to explore the existence of collective states within the phases of play in soccer. Order parameters and metrics describing group motion and shape are derived from player movement tracks to uncover the nature of the team's collective states and transitions. This represents a unique addition to the current body of work around the analysis of player movement in team sports. The results from this study demonstrate that sequences of ordered collective behaviours exist with relatively rapid transitions between highly aligned polar and un-ordered swarm behaviours (and vice-versa). Defensive phases of play have a higher proportion of ordered team movement than attacking phases, indicating that movements linked with attacking tactics, such as player dispersion to generate passing and shooting opportunities leads to lower overall collective order. Exploration within this study suggests that defensive tactics, such as reducing the depth or width to close passing opportunities, allows for higher team movement speeds and increased levels of collective order. This study provides a novel view of player movement by visualising the collective states present across the phases of play in football.
format article
author Mitchell Welch
Timothy M Schaerf
Aron Murphy
author_facet Mitchell Welch
Timothy M Schaerf
Aron Murphy
author_sort Mitchell Welch
title Collective states and their transitions in football.
title_short Collective states and their transitions in football.
title_full Collective states and their transitions in football.
title_fullStr Collective states and their transitions in football.
title_full_unstemmed Collective states and their transitions in football.
title_sort collective states and their transitions in football.
publisher Public Library of Science (PLoS)
publishDate 2021
url https://doaj.org/article/c16c534aa5d047a1ba9977b111af358c
work_keys_str_mv AT mitchellwelch collectivestatesandtheirtransitionsinfootball
AT timothymschaerf collectivestatesandtheirtransitionsinfootball
AT aronmurphy collectivestatesandtheirtransitionsinfootball
_version_ 1718413950592221184