Automatic detection of pitching and throwing events in baseball with inertial measurement sensors

Journal article


Murray, Nick B., Black, Georgia M., Whiteley, Rod J., Gahan, Peter, Cole, Michael H., Utting, Andy and Gabbett, Tim J.. (2017) Automatic detection of pitching and throwing events in baseball with inertial measurement sensors. International Journal of Sports Physiology and Performance. 12(4), pp. 533 - 537. https://doi.org/10.1123/ijspp.2016-0212
AuthorsMurray, Nick B., Black, Georgia M., Whiteley, Rod J., Gahan, Peter, Cole, Michael H., Utting, Andy and Gabbett, Tim J.
Abstract

Purpose: Throwing loads are known to be closely related to injury risk. However, for logistic reasons, typically only pitchers have their throws counted, and then only during innings. Accordingly, all other throws made are not counted, so estimates of throws made by players may be inaccurately recorded and underreported. A potential solution to this is the use of wearable microtechnology to automatically detect, quantify, and report pitch counts in baseball. This study investigated the accuracy of detection of baseball pitching and throwing in both practice and competition using a commercially available wearable microtechnology unit. Methods: Seventeen elite youth baseball players (mean ± SD age 16.5 ± 0.8 y, height 184.1 ± 5.5 cm, mass 78.3 ± 7.7 kg) participated in this study. Participants performed pitching, fielding, and throwing during practice and competition while wearing a microtechnology unit. Sensitivity and specificity of a pitching and throwing algorithm were determined by comparing automatic measures (ie, microtechnology unit) with direct measures (ie, manually recorded pitching counts). Results: The pitching and throwing algorithm was sensitive during both practice (100%) and competition (100%). Specificity was poorer during both practice (79.8%) and competition (74.4%). Conclusions: These findings demonstrate that the microtechnology unit is sensitive to detect pitching and throwing events, but further development of the pitching algorithm is required to accurately and consistently quantify throwing loads using microtechnology.

Year2017
JournalInternational Journal of Sports Physiology and Performance
Journal citation12 (4), pp. 533 - 537
PublisherHuman Kinetics, Inc.
ISSN1555-0265
Digital Object Identifier (DOI)https://doi.org/10.1123/ijspp.2016-0212
Scopus EID2-s2.0-85023605442
Page range533 - 537
Research GroupSports Performance, Recovery, Injury and New Technologies (SPRINT) Research Centre
Place of publicationUnited States of America
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Hubble, Ryan, Naughton, Geraldine, Silburn, Peter and Cole, Michael. (2015) Wearable sensor use for assessing standing balance and walking stability in people with Parkinson’s Disease: A systematic review. PLoS ONE. 10(4), pp. 1 - 22. https://doi.org/10.1371/journal.pone.0123705
The use of wearable microsensors to quantify sport-specific movements
Chambers, Ryan, Gabbett, Tim J., Cole, Michael H. and Beard, Adam. (2015) The use of wearable microsensors to quantify sport-specific movements. Sports Medicine. 45(7), pp. 1065 - 1081. https://doi.org/10.1007/s40279-015-0332-9
Trunk muscle exercises as a means of improving postural stability in people with Parkinson's disease : A protocol for a randomised controlled trial
Hubble, Ryan P., Naughton, Geraldine A., Silburn, Peter and Cole, Michael H.. (2014) Trunk muscle exercises as a means of improving postural stability in people with Parkinson's disease : A protocol for a randomised controlled trial. BMJ Open. 4(12), pp. 1 - 9. https://doi.org/10.1136/bmjopen-2014-006095
Concurrent validity of accelerations measured using tri-axial inertial measurement unit while walking on firm, compliant and uneven surfaces
Cole, Michael H., van den Hoorn, Wolbert, Kavanagh, Justin K., Morrison, Steven, Hodges, Paul W., Smeathers, James E. and Kerr, Graham K.. (2014) Concurrent validity of accelerations measured using tri-axial inertial measurement unit while walking on firm, compliant and uneven surfaces. PLoS ONE. 9(5), pp. 1 - 12. https://doi.org/10.1371/journal.pone.0098395
Executive function and postural instability in people with Parkinson's disease
Xu, Dong, Cole, Michael H., Mengersen, Kerrie, Silburn, Peter A., Qiu, Feng, Graepel, Cara and Kerr, Graham. (2014) Executive function and postural instability in people with Parkinson's disease. Parkinson's Disease. 2014(1), pp. 1 - 8. https://doi.org/10.1155/2014/684758
The crunch factor's role in golf-related low back pain
Cole, Michael H.. (2014) The crunch factor's role in golf-related low back pain. Spine Journal. 14(5), pp. 799 - 807. https://doi.org/10.1016/j.spinee.2013.09.019
Professionalism, golf coaching and a Master of Science degree: A commentary
Cole, Michael H.. (2014) Professionalism, golf coaching and a Master of Science degree: A commentary. International Journal of Sports Science and Coaching. 9(4), pp. 861 - 864. https://doi.org/10.1260/1747-9541.9.4.717
The crunch factor's role in golf-related low back pain
Cole, Michael H. and Grimshaw, Paul N.. (2014) The crunch factor's role in golf-related low back pain. Spine Journal. 14(5), pp. 799 - 807. https://doi.org/10.1016/j.spinee.2013.09.019
Professionalism, golf coaching and a Master of Science degree: A commentary
Cole, Michael H.. (2014) Professionalism, golf coaching and a Master of Science degree: A commentary. International Journal of Sports Science and Coaching. 9(4), pp. 861 - 864. https://doi.org/10.1260/1747-9541.9.4.717
Effect of different between-match recovery times on the activity profiles and injury rates of National Rugby League players
Murray, Nick B., Gabbett, Tim J. and Chamari, Karim. (2014) Effect of different between-match recovery times on the activity profiles and injury rates of National Rugby League players. Journal of Strength and Conditioning Research. 28(12), pp. 3476 - 3483. https://doi.org/10.1519/JSC.0000000000000603
Effects of textured insoles on balance in people with Parkinson's Disease
Qiu, Feng, Cole, Michael H., Davids, Keith W., Hennig, Ewald M., Silburn, Peter A., Netscher, Heather and Kerr, Graham K.. (2013) Effects of textured insoles on balance in people with Parkinson's Disease. PLoS ONE. 8(12), pp. 1 - 8. https://doi.org/10.1371/journal.pone.0083309
Cognitive tasks influence balance performance in people with Parkinson's disease
Xu, Dong, Muthalib, Mark, Pegoraro, Roger, Mengersen, Kerrie, Cole, Michael, Silburn, Peter and Kerr, Graham. (2013) Cognitive tasks influence balance performance in people with Parkinson's disease. 17th International Congress of Parkinson's Disease and Movement Disorders. United States of America: Movement Disorders Society. pp. S200 - S200
A secondary motor task exaggerates gait deficits in Parkinson's fallers
Kerr, Graham K., Cole, Michael, Wood, Joanne M. and Silburn, Peter A.. (2012) A secondary motor task exaggerates gait deficits in Parkinson's fallers. Congress of the International Society of Electrophysiology & Kinesiology. International Society of Electrophysiology & Kinesiology.
How well do clinical tests predict future falls in older people?
Kerr, Graham K., Wood, Joanne M., Lacherez, Philippe F. and Cole, Michael H.. (2012) How well do clinical tests predict future falls in older people?
Cognitive function and postural instability in people with Parkinson's disease
Xu, Dong, Cole, Michael, Mengersen, Kerrie, Silburn, Peter and Kerr, Graham. (2012) Cognitive function and postural instability in people with Parkinson's disease.
Hamstring asymmetry: The key to recurring injury
Hill, Cameron and Cole, Michael. (2012) Hamstring asymmetry: The key to recurring injury.
A spatiotemporal analysis of gait freezing and the impact of pedunculopontine nucleus stimulation
Thevathasan, Wesley, Cole, Michael H., Graepel, Cara L., Hyam, Jonathan A., Jenkinson, Ned, Brittain, John-Stuart, Coyne, Terry J., Silburn, Peter A., Aziz, Tipu Z., Kerr, Graham K. and Brown, Peter. (2012) A spatiotemporal analysis of gait freezing and the impact of pedunculopontine nucleus stimulation. Brain. 135, pp. 1446 - 1454. https://doi.org/10.1093/brain/aws039
Performance of a secondary motor task reveals altered gait patterns in future Parkinson's fallers
Kerr, Graham K., Cole, Michael H., Wood, Joanne M. and Silburn, Peter A.. (2012) Performance of a secondary motor task reveals altered gait patterns in future Parkinson's fallers.
Falls in Parkinson's disease: Evidence for altered stepping strategies on compliant surfaces
Cole, Michael H., Silburn, Peter A., Wood, Joanne M. and Kerr, Graham K.. (2011) Falls in Parkinson's disease: Evidence for altered stepping strategies on compliant surfaces. Parkinsonism and Related Disorders. 17(8), pp. 610 - 616. https://doi.org/10.1016/j.parkreldis.2011.05.019
Pedunculopontine nucleus deep brain stimulation produces sustained improvement in primary progressive freezing of gait
Wilcox, Robert A., Cole, Michael H., Wong, David, Coyne, Terry, Silburn, Peter and Kerr, Graham. (2011) Pedunculopontine nucleus deep brain stimulation produces sustained improvement in primary progressive freezing of gait. Journal of Neurology, Neurosurgery and Psychiatry. 82(11), pp. 1256 - 1259. https://doi.org/10.1136/jnnp.2010.213462
Falls in Parkinson's disease: Evidence for altered stepping strategies on compliant surfaces
Cole, Michael H., Silburn, Peter A., Wood, Joanne M. and Kerr, Graham K.. (2011) Falls in Parkinson's disease: Evidence for altered stepping strategies on compliant surfaces. Parkinsonism and Related Disorders. 17(8), pp. 610 - 616. https://doi.org/10.1016/j.parkreldis.2011.05.019
Risk of falls, injurious falls, and other injuries resulting from visual impairment among older adults with age-related macular degeneration
Wood, Joanne M., Lacherez, Philippe, Black, Alex A., Cole, Michael H., Boon, Mei Ying and Kerr, Graham K.. (2011) Risk of falls, injurious falls, and other injuries resulting from visual impairment among older adults with age-related macular degeneration. Investigative Ophthalmology and Visual Science. 52(8), pp. 5088 - 5092. https://doi.org/10.1167/iovs.10-6644
Pedunculopontine nucleus deep brain stimulation produces sustained improvement in primary progressive freezing of gait
Wilcox, Robert A., Cole, Michael H., Wong, David, Coyne, Terry, Silburn, Peter and Kerr, Graham. (2011) Pedunculopontine nucleus deep brain stimulation produces sustained improvement in primary progressive freezing of gait. Journal of Neurology, Neurosurgery and Psychiatry. 82(11), pp. 1256 - 1259. https://doi.org/10.1136/jnnp.2010.213462
Falls in Parkinson's disease: Kinematic evidence for impaired head and trunk control
Cole, Michael H., Silburn, Peter A., Wood, Joanne M., Worringham, Charles J. and Kerr, Graham K.. (2010) Falls in Parkinson's disease: Kinematic evidence for impaired head and trunk control. Movement Disorders. 25(14), pp. 2369 - 2378. https://doi.org/10.1002/mds.23292
Falls in Parkinson's disease: Kinematic evidence for impaired head and trunk control
Cole, Michael H., Silburn, Peter A., Wood, Joanne M., Worringham, Charles J. and Kerr, Graham K.. (2010) Falls in Parkinson's disease: Kinematic evidence for impaired head and trunk control. Movement Disorders. 25(14), pp. 2369 - 2378. https://doi.org/10.1002/mds.23292
Postural stability and gait among older adults with age-related maculopathy
Wood, Joanne M., Lacherez, Philippe F., Black, Alex A., Cole, Michael H., Boon, Mei Ying and Kerr, Graham K.. (2009) Postural stability and gait among older adults with age-related maculopathy. Investigative Ophthalmology and Visual Science. 50(1), pp. 482 - 487. https://doi.org/10.1167/iovs.08-1942
The x-factor and its relationship to golfing performance
Cole, Michael H. and Grimshaw, Paul N.. (2009) The x-factor and its relationship to golfing performance. Journal of Quantitative Analysis in Sports. 5(1), pp. 1 - 19. https://doi.org/10.2202/1559-0410.1134