The development of a machine learning/augmented reality immersive training system for performance monitoring in athletes
Pages 19 - 22
Abstract
As technology advances in computer graphics, augmented reality has become an increasingly popular tool for entertainment and learning purposes, especially in the sports sector. Examples can be found in different sports such as rugby, baseball, and soccer, among others. This paper proposes an AR-based training system that can be used as a self-learning tool to improve athletes' decision-making process. The system will contain a feedback module that will offer users challenges and, based on user performance, it will be possible to track and assess athletes' progress. The user will learn about their limits during the challenges while practicing different activities. As the user becomes physically fatigued, a score will be shown for performance improvement. Therefore, this work aims to develop a performance attenuation monitoring system for athletes, consequently, contributing to mental and physical improvement of athletes' performance related to the sport practiced.
References
[1]
Cipresso, Pietro, et al. "The past, present, and future of virtual and augmented reality research: a network and cluster analysis of the literature." Frontiers in psychology (2018): 2086.
[2]
Bell, John T., and H. Scott Fogler. "The investigation and application of virtual reality as an educational tool." Proceedings of the American society for engineering education annual conference. 1995.
[3]
Hopwood, Melissa J., et al. "Does visual-perceptual training augment the fielding performance of skilled cricketers?." International Journal of Sports Science & Coaching 6.4 (2011): 523--535.
[4]
Yang, Jong Hyun, and Young Suk Lee. "A study on the defensive stance and position of handball goalkeepers: Facing a forward jump shot made from 9 meters." Journal of applied biomechanics 32.5 (2016): 504--512.
[5]
Weinberg, Robert S., and Daniel Gould. Foundations of sport and exercise psychology, 7E. Human kinetics, 2019.
[6]
Milgram, P., Takemura, H., Utsumi, A., & Kishino, F. (1995, December). Augmented reality: A class of displays on the reality-virtuality continuum. In Telemanipulator and telepresence technologies (Vol. 2351, pp. 282--292). International Society for Optics and Photonics.
[7]
Wiederhold, M. D. (2019). Augmented reality: Poised for impact. Cyberpsychology, Behavior, and Social Networking, 22(2), 103--104.
[8]
Soltani, P., & Morice, A. H. P. (2020). Augmented reality tools for sports education and training. Computers & Education, 103923.
[9]
Craig, C. (2013). Understanding perception and action in sport: how can virtual reality technology help?. Sports Technology, 6(4), 161--169.
[10]
Bideau, B., Kulpa, R., Vignais, N., Brault, S., Multon, F., & Craig, C. (2009). Using virtual reality to analyze sports performance. IEEE Computer Graphics and Applications, 30(2), 14--21.
[11]
Milgram, P., & Kishino, F. (1994). A taxonomy of mixed reality visual displays. IEICE TRANSACTIONS on Information and Systems, 77(12), 1321--1329.
[12]
Akçayir, M., & Akçayir, G. (2017). Advantages and challenges associated with augmented reality for education: A systematic review of the literature. Educational Research Review, 20, 1--11.
[13]
Fery, Y. A., & Ponserre, S. (2001). Enhancing the control of force in putting by video game training. Ergonomics, 44(12), 1025--1037.
[14]
Chernyshov, G., Ragozin, K., Chen, J., & Kunze, K. (2018, July). Dubhap: A sensory substitution based superhuman sport. In Proceedings of the First Superhuman Sports Design Challenge: First International Symposium on Amplifying Capabilities and Competing in Mixed Realities (pp. 1--6).
[15]
Reimagine Football. 2022. Champion Learning and Performance - Reimagine Football. [online] Available at: <https://reimaginefootball.com/champion-learning-and-performance/> [Accessed 29 April 2022].
[16]
Paech, Christian, et al. "Influence of a 100-mile ultramarathon on heart rate and heart rate variability." BMJ open sport & exercise medicine 7.2 (2021): e001005.
[17]
C. H. Vinkers et al., "The effect of stress on core and peripheral body temperature in humans," Stress, vol. 16, no. 5, pp. 520--530, 2013.
[18]
Wu, Y. C., Lin, S. X., Lin, J. Y., Han, C. C., Chang, C. S., & Jiang, J. X. (2022). Development of AI Algorithm for Weight Training Using Inertial Measurement Units. Applied Sciences, 12(3), 1422.
[19]
Braga Rodrigues, T., Ó Catháin, C., O'Connor, N. E., & Murray, N. (2020). A Quality of Experience assessment of haptic and augmented reality feedback modalities in a gait analysis system. PLoS One, 15(3), e0230570.
[20]
Amrutha, K., Prabu, P., & Paulose, J. (2021, November). Human Body Pose Estimation and Applications. In 2021 Innovations in Power and Advanced Computing Technologies (i-PACT) (pp. 1--6). IEEE.
[21]
Madgwick, Sebastian OH, Andrew JL Harrison, and Ravi Vaidyanathan. "Estimation of IMU and MARG orientation using a gradient descent algorithm." 2011 IEEE international conference on rehabilitation robotics. IEEE, 2011.
Index Terms
- The development of a machine learning/augmented reality immersive training system for performance monitoring in athletes
Recommendations
Multimodal augmented reality: the norm rather than the exception
MVAR '16: Proceedings of the 2016 workshop on Multimodal Virtual and Augmented RealityAugmented reality (AR) is commonly seen as a technology that overlays virtual imagery onto a participant's view of the world. In line with this, most AR research is focused on what we see. In this paper, we challenge this focus on vision and make a case ...
Developing an augmented reality racing game
INTETAIN '08: Proceedings of the 2nd international conference on INtelligent TEchnologies for interactive enterTAINmentAugmented reality (AR) makes it possible to create games in which virtual objects are overlaid on the real world, and real objects are tracked and used to control virtual ones. We describe the development of an AR racing game created by modifying an ...
Haptics in Augmented Reality
ICMCS '99: Proceedings of the IEEE International Conference on Multimedia Computing and Systems - Volume 2An augmented reality system merges synthetic sensory information into a user's perception of a three-dimensional environment. An important performance goal for an augmented reality system is that the user perceives a single seamless environment. In most ...
Comments
Information & Contributors
Information
Published In
Copyright © 2022 ACM.
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]
Sponsors
Publisher
Association for Computing Machinery
New York, NY, United States
Publication History
Published: 11 July 2022
Check for updates
Author Tags
Qualifiers
- Short-paper
Funding Sources
- AIT Presidents
Conference
Acceptance Rates
Overall Acceptance Rate 26 of 44 submissions, 59%
Contributors
Other Metrics
Bibliometrics & Citations
Bibliometrics
Article Metrics
- 0Total Citations
- 132Total Downloads
- Downloads (Last 12 months)33
- Downloads (Last 6 weeks)4
Reflects downloads up to 10 Aug 2024
Other Metrics
Citations
View Options
Get Access
Login options
Check if you have access through your login credentials or your institution to get full access on this article.
Sign in