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Audio-based performance evaluation of squash players

In competitive sports it is often very hard to quantify the performance. A player to score or overtake may depend on only millesimal of seconds or millimeters. In racquet sports like tennis, table tennis and squash many events will occur in a short time duration, whose recording and analysis can hel...

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Autores principales: Hajdú-Szücs, Katalin, Fenyvesi, Nóra, Stéger, József, Vattay, Gábor
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5868801/
https://www.ncbi.nlm.nih.gov/pubmed/29579067
http://dx.doi.org/10.1371/journal.pone.0194394
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author Hajdú-Szücs, Katalin
Fenyvesi, Nóra
Stéger, József
Vattay, Gábor
author_facet Hajdú-Szücs, Katalin
Fenyvesi, Nóra
Stéger, József
Vattay, Gábor
author_sort Hajdú-Szücs, Katalin
collection PubMed
description In competitive sports it is often very hard to quantify the performance. A player to score or overtake may depend on only millesimal of seconds or millimeters. In racquet sports like tennis, table tennis and squash many events will occur in a short time duration, whose recording and analysis can help reveal the differences in performance. In this paper we show that it is possible to architect a framework that utilizes the characteristic sound patterns to precisely classify the types of and localize the positions of these events. From these basic information the shot types and the ball speed along the trajectories can be estimated. Comparing these estimates with the optimal speed and target the precision of the shot can be defined. The detailed shot statistics and precision information significantly enriches and improves data available today. Feeding them back to the players and the coaches facilitates to describe playing performance objectively and to improve strategy skills. The framework is implemented, its hardware and software components are installed and tested in a squash court.
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spelling pubmed-58688012018-04-06 Audio-based performance evaluation of squash players Hajdú-Szücs, Katalin Fenyvesi, Nóra Stéger, József Vattay, Gábor PLoS One Research Article In competitive sports it is often very hard to quantify the performance. A player to score or overtake may depend on only millesimal of seconds or millimeters. In racquet sports like tennis, table tennis and squash many events will occur in a short time duration, whose recording and analysis can help reveal the differences in performance. In this paper we show that it is possible to architect a framework that utilizes the characteristic sound patterns to precisely classify the types of and localize the positions of these events. From these basic information the shot types and the ball speed along the trajectories can be estimated. Comparing these estimates with the optimal speed and target the precision of the shot can be defined. The detailed shot statistics and precision information significantly enriches and improves data available today. Feeding them back to the players and the coaches facilitates to describe playing performance objectively and to improve strategy skills. The framework is implemented, its hardware and software components are installed and tested in a squash court. Public Library of Science 2018-03-26 /pmc/articles/PMC5868801/ /pubmed/29579067 http://dx.doi.org/10.1371/journal.pone.0194394 Text en © 2018 Hajdú-Szücs 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 (http://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
Hajdú-Szücs, Katalin
Fenyvesi, Nóra
Stéger, József
Vattay, Gábor
Audio-based performance evaluation of squash players
title Audio-based performance evaluation of squash players
title_full Audio-based performance evaluation of squash players
title_fullStr Audio-based performance evaluation of squash players
title_full_unstemmed Audio-based performance evaluation of squash players
title_short Audio-based performance evaluation of squash players
title_sort audio-based performance evaluation of squash players
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5868801/
https://www.ncbi.nlm.nih.gov/pubmed/29579067
http://dx.doi.org/10.1371/journal.pone.0194394
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