Individualised Ball Speed Prediction in Baseball Pitching Based on IMU Data

Ball velocity is considered an important performance measure in baseball pitching. Proper pitching mechanics play an important role in both maximising ball velocity and injury-free participation of baseball pitchers. However, an individual pitcher’s characteristics display individuality and may cont...

Description complète

Enregistré dans:
Détails bibliographiques
Auteurs principaux: Larisa Gomaz, DirkJan Veeger, Erik van der Graaff, Bart van Trigt, Frank van der Meulen
Format: article
Langue:EN
Publié: MDPI AG 2021
Sujets:
Accès en ligne:https://doaj.org/article/5eaeabc9b6914b32a0eda1685c374995
Tags: Ajouter un tag
Pas de tags, Soyez le premier à ajouter un tag!
id oai:doaj.org-article:5eaeabc9b6914b32a0eda1685c374995
record_format dspace
spelling oai:doaj.org-article:5eaeabc9b6914b32a0eda1685c3749952021-11-25T18:56:27ZIndividualised Ball Speed Prediction in Baseball Pitching Based on IMU Data10.3390/s212274421424-8220https://doaj.org/article/5eaeabc9b6914b32a0eda1685c3749952021-11-01T00:00:00Zhttps://www.mdpi.com/1424-8220/21/22/7442https://doaj.org/toc/1424-8220Ball velocity is considered an important performance measure in baseball pitching. Proper pitching mechanics play an important role in both maximising ball velocity and injury-free participation of baseball pitchers. However, an individual pitcher’s characteristics display individuality and may contribute to velocity imparted to the ball. The aim of this study is to predict ball velocity in baseball pitching, such that prediction is tailored to the individual pitcher, and to investigate the added value of the individuality to predictive performance. Twenty-five youth baseball pitchers, members of a national youth baseball team and six baseball academies in The Netherlands, performed ten baseball pitches with maximal effort. The angular velocity of pelvis and trunk were measured with IMU sensors placed on pelvis and sternum, while the ball velocity was measured with a radar gun. We develop three Bayesian regression models with different predictors which were subsequently evaluated based on predictive performance. We found that pitcher’s height adds value to ball velocity prediction based on body segment rotation. The developed method provides a feasible and affordable method for ball velocity prediction in baseball pitching.Larisa GomazDirkJan VeegerErik van der GraaffBart van TrigtFrank van der MeulenMDPI AGarticleball velocityinertial measurement unitmultilevel modelingpitchingbaseballChemical technologyTP1-1185ENSensors, Vol 21, Iss 7442, p 7442 (2021)
institution DOAJ
collection DOAJ
language EN
topic ball velocity
inertial measurement unit
multilevel modeling
pitching
baseball
Chemical technology
TP1-1185
spellingShingle ball velocity
inertial measurement unit
multilevel modeling
pitching
baseball
Chemical technology
TP1-1185
Larisa Gomaz
DirkJan Veeger
Erik van der Graaff
Bart van Trigt
Frank van der Meulen
Individualised Ball Speed Prediction in Baseball Pitching Based on IMU Data
description Ball velocity is considered an important performance measure in baseball pitching. Proper pitching mechanics play an important role in both maximising ball velocity and injury-free participation of baseball pitchers. However, an individual pitcher’s characteristics display individuality and may contribute to velocity imparted to the ball. The aim of this study is to predict ball velocity in baseball pitching, such that prediction is tailored to the individual pitcher, and to investigate the added value of the individuality to predictive performance. Twenty-five youth baseball pitchers, members of a national youth baseball team and six baseball academies in The Netherlands, performed ten baseball pitches with maximal effort. The angular velocity of pelvis and trunk were measured with IMU sensors placed on pelvis and sternum, while the ball velocity was measured with a radar gun. We develop three Bayesian regression models with different predictors which were subsequently evaluated based on predictive performance. We found that pitcher’s height adds value to ball velocity prediction based on body segment rotation. The developed method provides a feasible and affordable method for ball velocity prediction in baseball pitching.
format article
author Larisa Gomaz
DirkJan Veeger
Erik van der Graaff
Bart van Trigt
Frank van der Meulen
author_facet Larisa Gomaz
DirkJan Veeger
Erik van der Graaff
Bart van Trigt
Frank van der Meulen
author_sort Larisa Gomaz
title Individualised Ball Speed Prediction in Baseball Pitching Based on IMU Data
title_short Individualised Ball Speed Prediction in Baseball Pitching Based on IMU Data
title_full Individualised Ball Speed Prediction in Baseball Pitching Based on IMU Data
title_fullStr Individualised Ball Speed Prediction in Baseball Pitching Based on IMU Data
title_full_unstemmed Individualised Ball Speed Prediction in Baseball Pitching Based on IMU Data
title_sort individualised ball speed prediction in baseball pitching based on imu data
publisher MDPI AG
publishDate 2021
url https://doaj.org/article/5eaeabc9b6914b32a0eda1685c374995
work_keys_str_mv AT larisagomaz individualisedballspeedpredictioninbaseballpitchingbasedonimudata
AT dirkjanveeger individualisedballspeedpredictioninbaseballpitchingbasedonimudata
AT erikvandergraaff individualisedballspeedpredictioninbaseballpitchingbasedonimudata
AT bartvantrigt individualisedballspeedpredictioninbaseballpitchingbasedonimudata
AT frankvandermeulen individualisedballspeedpredictioninbaseballpitchingbasedonimudata
_version_ 1718410525847584768