Concurrent validation of an inertial measurement system to quantify kicking biomechanics in four football codes
Abstract
Wearable inertial measurement systems (IMS) allow for three-dimensional analysis of human movements in a sport-specific setting. This study examined the concurrent validity of a IMS (Xsens MVN system) for measuring lower extremity and pelvis kinematics in comparison to a Vicon motion analysis system (MAS) during kicking. Thirty footballers from Australian football (n = 10), soccer (n = 10), rugby league and rugby union (n = 10) clubs completed 20 kicks across four conditions. Concurrent validity was assessed using a linear mixed-modelling approach, which allowed the partition of between and within-subject variance from the device measurement error. Results were expressed in raw and standardised units for assessments of differences in means and measurement error, and interpreted via non-clinical magnitude-based inferences. Trivial to small differences were found in linear velocities (foot and pelvis), angular velocities (knee, shank and thigh), sagittal joint (knee and hip) and segment angle (shank and pelvis) means (mean difference: 0.2-5.8%) between the IMS and MAS in Australian football, soccer and the rugby codes. Trivial to small measurement errors (from 0.1 to 5.8%) were found between the IMS and MAS in all kinematic parameters. The IMS demonstrated acceptable levels of concurrent validity compared to a MAS when measuring kicking biomechanics across the four football codes. Wearable IMS offers various benefits over MAS, such as, out-of-laboratory testing, larger measurement range and quick data output, to help improve the ecological validity of biomechanical testing and the timing of feedback. The results advocate the use of IMS to quantify biomechanics of high-velocity movements in sport-specific settings.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Hip RMSE and correlation coefficients varied from 0.2 to 9.3° and 0.53 to 1.00, showing fair to excellent validity.
“RMSE and correlation coefficients varied respectively from 0.2 to 9.3° and 0.53 to 1.00, showing fair to excellent validity [5,30,37,41,42,46,53,54,55,56,57,58,59].”
From Validity and Reliability of Wearable Sensors for Joint Angle Estimation: A Systematic Review (2019) · cites this paper as [30]
Pelvis RMSE and correlation coefficients varied from 0.4 to 8.8° and 0.84 to 1.00, showing good to excellent validity.
“RMSE and correlation coefficients varied respectively from 0.4 to 8.8° and 0.84 to 1.00, showing good to excellent validity [30,36,38,41,42,52].”
From Validity and Reliability of Wearable Sensors for Joint Angle Estimation: A Systematic Review (2019) · cites this paper as [30]
Knee RMSE and correlation varied from 1 to 11.5° and 0.4 to 1.00.
“RMSE and coefficient correlation varied respectively from 1 to 11.5° and 0.4 to 1.00 [5,30,37,41,43,48,50,53,54,55,57,58,59,60,61].”
From Validity and Reliability of Wearable Sensors for Joint Angle Estimation: A Systematic Review (2019) · cites this paper as [30]
Cites
Biomechanics and motor control of human movement
Winter, D. A. (1990) · Choice Reviews Online · doi:10.5860/choice.28-2135 · Cited by 8,440 · see citing works
Biomechanics and Motor Control of Human Movement
Winter, D. A. (2009) · Wiley eBooks · doi:10.1002/9780470549148 · Cited by 6,112 · see citing works
Atkinson, G., & Nevill, A. M. (1998) · Sports Medicine · doi:10.2165/00007256-199826040-00002 · Cited by 3,817 · see citing works
Cappozzo, A., Catani, F., Croce, U. D., & Leardini, A. (1995) · Clinical Biomechanics · doi:10.1016/0268-0033(95)91394-t · Cited by 1,677 · see citing works
Human movement analysis using stereophotogrammetry
Leardini, A., Chiari, L., Croce, U. D., & Cappozzo, A. (2005) · Gait & Posture · doi:10.1016/j.gaitpost.2004.05.002 · Cited by 1,239 · see citing works
Human movement analysis using stereophotogrammetry
Chiari, L., Croce, U. D., Leardini, A., & Cappozzo, A. (2005) · Gait & Posture · doi:10.1016/j.gaitpost.2004.04.004 · Cited by 441 · see citing works
Windolf, M., Götzen, N., & Morlock, M. M. (2008) · Journal of Biomechanics · doi:10.1016/j.jbiomech.2008.06.024 · Cited by 422 · see citing works
The use of inertial sensors system for human motion analysis
Cuesta-Vargas, A. I., Galán-Mercant, A., & Williams, J. M. (2010) · Physical Therapy Reviews · doi:10.1179/1743288x11y.0000000006 · Cited by 369 · see citing works
The Use of Wearable Microsensors to Quantify Sport-Specific Movements
Chambers, R., Gabbett, T. J., Cole, M. H., & Beard, A. (2015) · Sports Medicine · doi:10.1007/s40279-015-0332-9 · Cited by 343 · see citing works
The biomechanics of kicking in soccer: A review
Lees, A., Asai, T., Andersen, T. B., et al. (2010) · Journal of Sports Sciences · doi:10.1080/02640414.2010.481305 · Cited by 334 · see citing works
Ambulatory Position and Orientation Tracking Fusing Magnetic and Inertial Sensing
Roetenberg, D., Slycke, P., & Veltink, P. H. (2007) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.2006.889184 · Cited by 334 · see citing works
Robert-Lachaine, X., Mecheri, H., Larue, C., & Plamondon, A. (2017) · Medical & Biological Engineering & Computing · doi:10.1007/s11517-016-1537-2 · Cited by 329 · see citing works
Concurrent validation of Xsens MVN measurement of lower limb joint angular kinematics
Zhang, J.-T., Novak, A. C., Brouwer, B., & Li, Q. (2013) · Physiological Measurement · doi:10.1088/0967-3334/34/8/n63 · Cited by 314 · see citing works
Seroyer, S. T., Nho, S. J., Bach, B. R., et al. (2010) · Sports Health A Multidisciplinary Approach · doi:10.1177/1941738110362656 · Cited by 289 · see citing works
Fong, D. T.-P., & Chan, Y.-Y. (2010) · Sensors · doi:10.3390/s101211556 · Cited by 287 · see citing works
Inertial sensor-based knee flexion/extension angle estimation
Cooper, G., Sheret, I., McMillian, L., Siliverdis, K., Sha, N., Hodgins, D., Kenney, L. P. J., & Howard, D. (2009) · Journal of Biomechanics · doi:10.1016/j.jbiomech.2009.08.004 · Cited by 281 · see citing works
Biomechanical differences in soccer kicking with the preferred and the non-preferred leg
Dörge, H. C., Andersen, T. B., Sørensen, H., et al. (2002) · Journal of Sports Sciences · doi:10.1080/026404102753576062 · Cited by 270 · see citing works
Joint kinematics estimate using wearable inertial and magnetic sensing modules
Picerno, P., Cereatti, A., & Cappozzo, A. (2008) · Gait & Posture · doi:10.1016/j.gaitpost.2008.04.003 · Cited by 263 · see citing works
Biomechanical characteristics and determinants of instep soccer kick.
Kellis, E., & Katis, A. (2007) · Europe PMC (PubMed Central) · Cited by 251 · see citing works
Segmental dynamics of soccer instep kicking with the preferred and non-preferred leg
Nunome, H., Ikegami, Y., Kozakai, R., APRIANTONO, T. A., & Sano, S. (2006) · Journal of Sports Sciences · doi:10.1080/02640410500298024 · Cited by 224 · see citing works
Gait posture estimation using wearable acceleration and gyro sensors
Takeda, R., TADANO, S., Akiko Natorigawa, A., Masahiro Todoh, A., & Yoshinari, S. (2009) · Journal of Biomechanics · doi:10.1016/j.jbiomech.2009.07.016 · Cited by 197 · see citing works
Variability and Predictability of Finals Times of Elite Rowers
Smith, T. B., & Hopkins, W. G. (2011) · Medicine & Science in Sports & Exercise · doi:10.1249/mss.0b013e31821d3f8e · Cited by 187 · see citing works
Self-citationFerrari, A., Cutti, A. G., Garofalo, P., Raggi, M., Heijboer, M., Cappello, A., & Davalli, A. (2009) · Medical & Biological Engineering & Computing · doi:10.1007/s11517-009-0544-y · Cited by 181 · see citing works
Paton, C. D., & Hopkins, W. G. (2001) · Sports Medicine · doi:10.2165/00007256-200131070-00004 · Cited by 178 · see citing works
Self-citationWearable inertial sensors in swimming motion analysis: a systematic review
Magalhães, F. A., Vannozzi, G., Gatta, G., et al. (2014) · Journal of Sports Sciences · doi:10.1080/02640414.2014.962574 · Cited by 164 · see citing works
Reenalda, J., Maartens, E., Homan, L., & Buurke, J. H. (2016) · Journal of Biomechanics · doi:10.1016/j.jbiomech.2016.08.032 · Cited by 157 · see citing works
Brodie, M. A. D., Walmsley, A., & Page, W. H. (2008) · Sports Technology · doi:10.1002/jst.6 · Cited by 149 · see citing works
Paton, C. D., & Hopkins, W. G. (2002) · Sports Medicine · doi:10.2165/00007256-200232140-00006 · Cited by 124 · see citing works
Self-citationEffects of an intermittent exercise fatigue protocol on biomechanics of soccer kick performance
Kellis, E., Katis, A., & Vrabas, I. S. (2005) · Scandinavian Journal of Medicine and Science in Sports · doi:10.1111/j.1600-0838.2005.00496.x · Cited by 122 · see citing works
Effect of endpoint conditions on position and velocity near impact in tennis
Knudson, D. V., & Bahamonde, R. E. (2001) · Journal of Sports Sciences · doi:10.1080/026404101753113787 · Cited by 109 · see citing works
Brodie, M. A. D., Walmsley, A., & Page, W. H. (2008) · Sports Technology · doi:10.1080/19346182.2008.9648447 · Cited by 107 · see citing works
Biomechanical considerations of distance kicking in Australian Rules football
Ball, K. A. (2008) · Sports Biomechanics · doi:10.1080/14763140701683015 · Cited by 98 · see citing works
Self-citationSchall, M. C., Fethke, N. B., Chen, H., Oyama, S., & Douphrate, D. I. (2016) · Ergonomics · doi:10.1080/00140139.2015.1079335 · Cited by 96 · see citing works
SLAWINSKI, J. S., Bonnefoy‐Mazure, A., Ontanon, G., et al. (2010) · Journal of Biomechanics · doi:10.1016/j.jbiomech.2010.01.044 · Cited by 80 · see citing works
Dynamics of the support leg in soccer instep kicking
Inoue, K., Nunome, H., Sterzing, T., et al. (2014) · Journal of Sports Sciences · doi:10.1080/02640414.2014.886126 · Cited by 73 · see citing works
Kinematic comparison of the preferred and non-preferred foot punt kick
Ball, K. A. (2011) · Journal of Sports Sciences · doi:10.1080/02640414.2011.605163 · Cited by 72 · see citing works
Self-citationLoading and performance of the support leg in kicking
Ball, K. A. (2012) · Journal of science and medicine in sport · doi:10.1016/j.jsams.2012.10.008 · Cited by 50 · see citing works
Self-citationWitt, J. K. D., & Hinrichs, R. N. (2012) · Sports Biomechanics · doi:10.1080/14763141.2012.661757 · Cited by 50 · see citing works
Harnessing and Understanding Feedback Technology in Applied Settings
Phillips, E., Farrow, D., Ball, K. A., & Helmer, R. J. N. (2013) · Sports Medicine · doi:10.1007/s40279-013-0072-7 · Cited by 49 · see citing works
Self-citationKinematic patterns associated with accuracy of the drop punt kick in Australian Football
Dichiera, A., Webster, K. E., Kuilboer, L., et al. (2006) · Journal of science and medicine in sport · doi:10.1016/j.jsams.2006.06.007 · Cited by 42 · see citing works
Krüger, A., & Edelmann‐Nusser, J. (2009) · Sports Technology · doi:10.1080/19346182.2009.9648494 · Cited by 42 · see citing works
Contributions of the non-kicking-side arm to rugby place-kicking technique
Bezodis, N. E., Trewartha, G., Wilson, C., et al. (2007) · Sports Biomechanics · doi:10.1080/14763140701324487 · Cited by 40 · see citing works
Evaluation of goal kicking performance in international rugby union matches
Quarrie, K. L., & Hopkins, W. G. (2014) · Journal of science and medicine in sport · doi:10.1016/j.jsams.2014.01.006 · Cited by 38 · see citing works
Self-citationKrüger, A., & Edelmann‐Nusser, J. (2009) · Sports Technology · doi:10.1002/jst.89 · Cited by 36 · see citing works
SINCLAIR, J. K., Fewtrell, D., Taylor, P. J., et al. (2014) · Journal of Sports Sciences · doi:10.1080/02640414.2014.965188 · Cited by 23 · see citing works
The impact phase of drop punt kicking for maximal distance and accuracy
Peacock, J. C. A., Ball, K. A., & Taylor, S. B. (2017) · Journal of Sports Sciences · doi:10.1080/02640414.2016.1266015 · Cited by 23 · see citing works
Self-citationSINCLAIR, J. K., Taylor, P. J., Atkins, S., et al. (2014) · International Journal of Performance Analysis in Sport · doi:10.1080/24748668.2014.11868703 · Cited by 18 · see citing works
The Effects of Different Instep Foot Positions on Ball Velocity in Place Kicking
Baktash, S., Hy, A., Muir, S. D., et al. (2009) · Cited by 16 · see citing works
(2017) · Routledge eBooks · doi:10.4324/9781315638553 · Cited by 16 · see citing works
Differences in Soccer Kick Kinematics Between Blind Players and Controls
Giagazoglou, P., Katis, A., Kellis, E., & Natsikas, C. (2011) · Adapted Physical Activity Quarterly · doi:10.1123/apaq.28.3.251 · Cited by 13 · see citing works
Kinematic effects of a short-term fatigue protocol on punt-kicking performance
Coventry, E., Ball, K. A., Parrington, L., Aughey, R. J., & McKenna, M. J. (2015) · Journal of Sports Sciences · doi:10.1080/02640414.2014.1003582 · Cited by 11 · see citing works
Self-citationKICK IMPACT CHARACTERISTICS FOR DIFFERENT RUGBY LEAGUE KICKS
Ball, K. A. (2010) · Victoria University Research Repository (Victoria University) · Cited by 10 · see citing works
Self-citationSINCLAIR, J. K., Taylor, P., Smith, A., et al. (2017) · International Journal of Sports Science & Coaching · doi:10.1177/1747954117710515 · Cited by 10 · see citing works
Kinematic Comparison of Successful and Unsuccessful Instep Kick in Indoor Soccer
Abdollah (2010) · American Journal of Applied Sciences · doi:10.3844/ajassp.2010.1334.1340 · Cited by 9 · see citing works
SINCLAIR, J. K., & Hobbs, S. J. (2016) · Science & Sports · doi:10.1016/j.scispo.2016.01.009 · Cited by 5 · see citing works
Lacroix, J., Daviet, J., Bonis, J., Salle, J., & Mandigout, S. (2016) · Science & Sports · doi:10.1016/j.scispo.2016.01.002 · Cited by 4 · see citing works
THE DIFFERENCES IN RUGBY PLACE KICK TECHNIQUE BETWEEN SUCCESSFUL AND LESS SUCCESSFUL KICKERS
Atack, A. C., Trewartha, G., & Bezodis, N. E. (2017) · ISBS Proceedings Archive · Cited by 2 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Validity and Reliability of Wearable Sensors for Joint Angle Estimation: A Systematic Review
Poitras, I., Dupuis, F., Bielmann, M., Campeau-Lecours, A., Mercier, C., Bouyer, L., & Roy, J.-S. (2019) · Sensors · doi:10.3390/s19071555 · Cited by 309 · see citing works
Exploring the Role of Wearable Technology in Sport Kinematics and Kinetics: A Systematic Review
Adesida, Y., Papi, E., & McGregor, A. H. (2019) · Sensors · doi:10.3390/s19071597 · Cited by 288 · see citing works
- Authors
- Blair, S., Duthie, G., Robertson, S., Hopkins, W., & Ball, K.
- Affiliations
- Victoria University (AU)
- Corresponding author
- Blair, Stephanie
- Venue
- Journal of Biomechanics
- Publisher
- Elsevier BV
- Published
- 2018-05
- Volume
- 73
- Pages
- 24-32
- ISSN
- 0021-9290 (ISSN-L)
- OpenAlex
- W2791364990
- Cited by
- 117
- References
- 57
- Citations by year
- 2026: 5 · 2025: 9 · 2024: 12 · 2023: 9 · 2022: 23 · 2021: 16 · 2020: 24 · 2019: 14 · 2018: 5
- FWCI
- 5.91
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Journal of Biomechanics (publishedVersion)
- PubMed (publishedVersion)
- Victoria University Research Repository (Victoria University) (submittedVersion)
- Research Bank (Australian Catholic University) (submittedVersion)
- Topics
- Physical Sciences › Engineering › Biomedical Engineering › Sports Dynamics and Biomechanics
- Health Sciences › Medicine › Orthopedics and Sports Medicine › Sports Performance and Training
- Physical Sciences › Engineering › Biomedical Engineering › Lower Extremity Biomechanics and Pathologies
- Keywords
- inertial measurement unit, concurrent validity, kicking biomechanics, lower limb kinematics, pelvis kinematics, Australian football, soccer, rugby league, rugby union, wearable sensors, measurement error, magnitude-based inference
- MeSH terms
- Australia, Biomechanical Phenomena, Humans, Male, Movement, Soccer, Lower Extremity, Mechanical Phenomena, Young Adult
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review