Development and validation of a sensor-based algorithm for detecting visual exploratory actions

Journal article


Chalkley, Daniel, Shepherd, Jonathan, McGuckian, Thomas B. and Pepping, Gert-Jan. (2018). Development and validation of a sensor-based algorithm for detecting visual exploratory actions. IEEE Sensors Letters. 2(2), pp. 1-4. https://doi.org/10.1109/LSENS.2018.2839703
AuthorsChalkley, Daniel, Shepherd, Jonathan, McGuckian, Thomas B. and Pepping, Gert-Jan
Abstract

Wearable sensors are becoming widely used in the sport sciences to assess the performance of athletes. Advances in microelectromechanical systems technology, in particular inertial measurement units (IMUs), provide researchers and practitioners with a portable means of capturing performance in representative task scenarios. Of recent interest to sport scientists in team sports is how athletes perceive their surroundings and how visual (and other) information is used to select appropriate actions during a match. Collectively, the movements athletes make to gather information from their environments is referred to as exploratory action. An important aspect of this behavior is typically measured by notating (counting) the number of head turns from a third-person video perspective. A notational analysis is a labor-intensive task and prone to human error, especially when activity takes place over long durations. The IMUs are well suited to resolve these issues; they are highly accurate, very efficient, and have an adequate output data rate. Currently, no gold standard method exists to automatically detect head turn events from the IMUs. In the current study, a novel algorithm that utilizes data captured from a head-mounted IMU to count the number of head turns performed by an athlete during a controlled experimental task is presented. Results demonstrate that the presented algorithm is an appropriate and efficient method for assessing the number of head turns as a measure of exploratory actions.

Keywordsinertial sensors; magnetic sensors; head movement; exploration
Year2018
JournalIEEE Sensors Letters
Journal citation2 (2), pp. 1-4
PublisherInstitute of Electrical and Electronics Engineers
ISSN2475-1472
Digital Object Identifier (DOI)https://doi.org/10.1109/LSENS.2018.2839703
Research or scholarlyResearch
Page range1-4
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All rights reserved
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Output statusPublished
Publication dates
Print23 May 2018
Publication process dates
Deposited05 Oct 2022
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Pepping, Gert-Jan. (2010). Goalkeeping secrets of how to save penalties in soccer. In In R. Bongers, S. Caljouw and E. Hartman & R. den Otter (Ed.). Smart movements: 25 years of Kinesiology Groningen pp. 92 - 93 Interfaculty Centre for Human Movement Sciences (ICBW) Groningen.
Emotional contagion in soccer penalty shootouts : Celebration of individual success is associated with ultimate team success
Moll, Tjerk, Jordet, Geir and Pepping, Gert-Jan. (2010). Emotional contagion in soccer penalty shootouts : Celebration of individual success is associated with ultimate team success. Journal of Sports Sciences. 28(9), pp. 983 - 992. https://doi.org/10.1080/02640414.2010.484068
Patient guided piezo-electric extracorporeal shockwave therapy as treatment for chronic severe patellar tendinopathy : A pilot study
Zwerver, Johannes, Dekker, Femke and Pepping, Gert-Jan. (2010). Patient guided piezo-electric extracorporeal shockwave therapy as treatment for chronic severe patellar tendinopathy : A pilot study. Journal of Back and Musculoskeletal Rehabilitation. 23(3), pp. 111 - 116. https://doi.org/10.3233/BMR-2010-0257
Effects of affordance perception on the initiation and actualization of action
Smith, Joanne and Pepping, Gert-Jan. (2010). Effects of affordance perception on the initiation and actualization of action. Ecological Psychology. 22(2), pp. 119 - 149. https://doi.org/10.1080/10407411003720080
Participation in sports by lower limb amputees in the Province of Drenthe, the Netherlands
Kars, Cojanne, Hofman, Marianne, Geertzen, Jan H.B., Pepping, Gert-Jan and Dekker, Rienk. (2009). Participation in sports by lower limb amputees in the Province of Drenthe, the Netherlands. Prosthetics and Orthotics International. 33(4), pp. 356 - 367. https://doi.org/10.3109/03093640902984579
The role of haptic exploration of ground surface information in perception of overhead reachability
Pepping, Gert-Jan and Li, Francois-Xavier. (2008). The role of haptic exploration of ground surface information in perception of overhead reachability. Journal of Motor Behavior. 40(6), pp. 491 - 498. https://doi.org/10.3200/JMBR.40.6.491-498
No effect of a graded training program on the number of running-related injuries in novice runners. A randomized controlled trial.
Buist, Ida, Bredeweg, Steef W., van Mechelen, Willem, Lemmink, Koen A. P. M., Pepping, Gert-Jan and Diercks, Ron L.. (2008). No effect of a graded training program on the number of running-related injuries in novice runners. A randomized controlled trial. American Journal of Sports Medicine. 36(1), pp. 33 - 39. https://doi.org/10.1177/0363546507307505
TauG-guidance of transients in expressive musical performance
Schogler, Benjaman, Pepping, Gert-Jan and Lee, David N.. (2008). TauG-guidance of transients in expressive musical performance. Experimental Brain Research. 189(3), pp. 361 - 372. https://doi.org/10.1007/s00221-008-1431-8