Prospects for using ai and neural networks in physical training of aikido practitioners

ˑ: 

Postgraduate student A.V. Mikheev1
Dr. Hab., Professor P.K. Petrov1
1Udmurt State University, Izhevsk

Objective of the study was to development based on artificial intelligence technologies and evaluation of the capabilities of a mobile application for use in the physical training of aikido practitioners.
Methods and structure of the study. The scientific and methodological literature on the use of artificial intelligence in Aikido, physical education and sports was analyzed. A mobile application was developed using artificial intelligence technology to personalize training programs. A theoretical analysis of the potential effectiveness of the developed application was conducted.
Results and conclusions. The developed mobile application demonstrated the potential for personalization of training programs based on data analysis and user self-assessments. Theoretical analysis showed that the application with artificial intelligence can adapt training loads, reducing the risk of overtraining. Shortcomings of the current version of the application were identified, such as a limited number of exercises. Further development of the application includes adding automatic repetition counting using computer vision.

Keywords: aikido, physical training, artificial intelligence, mobile application, personalization of training, GTO standards.

References

  1. Bobkova E.N., Parfianovich E.V. Primeneniye neyronnykh setey dlya prognozirovaniya i modelirovaniya trenirovochnogo protsessa v legkoy atletike [Application of neural networks for forecasting and modeling the training process in athletics]. Chelovek. Sport. Meditsina. 2018. Vol. 18. No. S. pp. 115-119.
  2. Korobko Yu.V. Perspektivy primeneniya iskusstvennogo intellekta v fizicheskom vospitanii [Prospects for the application of artificial intelligence in physical education]. Problemy avtomatiki i upravleniya. 2022. No. 1 (43). pp. 115-129.
  3. Mironov A.G. Kharakteristika aykido kak vida yaponskogo boyevogo iskusstva i sredstva fizicheskogo vospitaniya [Characteristics of Aikido as a Type of Japanese Martial Art and Means of Physical Education]. Vestnik Chuvashskogo gosudarstvennogo pedagogicheskogo universiteta im. I.Ya. Yakovleva. 2011. No. 3-1(71). pp. 126-133.
  4. Tagirova E.L., Tagirova V.V. Iskusstvennyy intellekt i sport, vozmozhnosti i perspektivy [Artificial intelligence and sports, possibilities and prospects]. Sovremennyye problemy fizicheskoy kultury i sporta [Modern problems of physical culture and sports]. Proceedings of the XXVI All-Russian scientific-practical conference, Khabarovsk, November 25-26, 2022. E.A. Vetoshkina [ed.]. Khabarovsk: Dalnevostochnaya gosudarstvennaya akademiya fizicheskoy kultury publ., 2022. pp. 234-237.
  5. Tonoyan Kh.A. Ispolzovaniye iskusstvennogo intellekta v sportivnoy deyatelnosti [Use of artificial intelligence in sports activities]. Uchenyye zapiski universiteta im. P.F. Lesgafta. 2024. No. 2(228). pp. 184-189.
  6. Sperlich B., Düking P., Leppich R., Holmberg H.-C. (2023). Strengths, weaknesses, opportunities, and threats associated with the application of artificial intelligence in connection with sport research, coaching, and optimization of athletic performance: a brief SWOT analysis. Front. SportsAct. Living 5:1258562. doi: 10.3389/fspor.2023.1258562