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Analysis of football player’s motion in view of fractional calculus

dc.contributor.authorCouceiro, Micael
dc.contributor.authorManuel Clemente, Filipe
dc.contributor.authorM. L. Martins, Fernando
dc.date.accessioned2023-09-27T14:27:15Z
dc.date.available2023-09-27T14:27:15Z
dc.date.issued2013
dc.description.abstractAccurately retrieving the position of football players over time may lay the foundations for a whole series of possible new performance metrics for coaches and assistants. Despite the recent developments of automatic tracking systems, the misclassification problem (i.e., misleading a given player by another) still exists and requires human operators as final evaluators. This paper proposes an adaptive fractional calculus (FC) approach to improve the accuracy of tracking methods by estimating the position of players based on their trajectory so far. One half-time of an official football match was used to evaluate the accuracy of the proposed approach under different sampling periods of 250, 500 and 1000 ms. Moreover, the performance of the FC approach was compared with position-based and velocity-based methods. The experimental evaluation shows that the FC method presents a high classification accuracy for small sampling periods. Such results suggest that fractional dynamics may fit the trajectory of football players, thus being useful to increase the autonomy of tracking systems.pt_PT
dc.description.versioninfo:eu-repo/semantics/publishedVersionpt_PT
dc.identifier.doi10.2478/s11534-013-0258-5pt_PT
dc.identifier.urihttp://hdl.handle.net/10400.26/46803
dc.language.isoengpt_PT
dc.publisherVersitapt_PT
dc.subjectfootballpt_PT
dc.subjectprediction methodspt_PT
dc.subjectfractional calculuspt_PT
dc.subjectfractional dynamicspt_PT
dc.titleAnalysis of football player’s motion in view of fractional calculuspt_PT
dc.typejournal article
dspace.entity.typePublication
oaire.citation.conferencePlace[Berlin]pt_PT
oaire.citation.endPage723pt_PT
oaire.citation.issue6pt_PT
oaire.citation.startPage714pt_PT
oaire.citation.titleCentral European Journal of Physicspt_PT
oaire.citation.volume11pt_PT
person.familyNameCouceiro
person.familyNameClemente
person.familyNameMartins
person.givenNameMicael
person.givenNameFilipe Manuel
person.givenNameFernando Manuel Lourenço
person.identifier375349
person.identifier0000000070715256
person.identifier.ciencia-id0B14-ED18-23C4
person.identifier.ciencia-id9E1A-F9DD-3EB8
person.identifier.ciencia-id8512-5BB4-6DFD
person.identifier.orcid0000-0001-6641-6090
person.identifier.orcid0000-0001-9813-2842
person.identifier.orcid0000-0002-1812-2300
person.identifier.ridG-4342-2010
person.identifier.ridG-2625-2012
person.identifier.ridAAK-6934-2020
person.identifier.scopus-author-id35076901800
person.identifier.scopus-author-id57217191490
rcaap.rightsopenAccesspt_PT
rcaap.typearticlept_PT
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relation.isAuthorOfPublication.latestForDiscoveryce2d6340-7fb1-449f-866d-4ff04d8503b4

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