Abstract
People are paying more and more attention to factors that damage health in daily life. After a lot of physical labor or sports activities, the human body will produce sports fatigue. According to the characteristics of sports physical strength in sports, this paper conducts monitoring and analysis of physical strength in sports on the basis of independent component analysis. Moreover, according to the characteristics of the physical fatigue, the physical fatigue is systematically analyzed. In addition, this paper combines the ergonomics theory to determine the influencing factors of physical fatigue, puts forward a set of evaluation index system for the effectiveness analysis of physical fatigue, and establishes a more objective and systematic independent component analysis and evaluation model of physical fatigue. Finally, this paper constructs a model of an intelligent control system of physical strength in sports according to the actual situation of physical strength in sports, and analyzes the performance of the system through case test analysis. The experimental results verify the reliability of the system model constructed in this paper.









Similar content being viewed by others
Explore related subjects
Discover the latest articles and news from researchers in related subjects, suggested using machine learning.References
Kos A, Umek A (2018) Smart sport equipment: smartski prototype for biofeedback applications in skiing. Pers Ubiquit Comput 22(3):535–544
Barbosa T (2018) Smart sport equipment: reshaping the sports landscape. Motricidade 14(2–3):1–2
Riley AH, Callahan C (2019) Shoulder rehabilitation protocol and equipment fit recommendations for the wheelchair sport athlete with shoulder pain. Sports Med Arthrosc Rev 27(2):67–72
Emery CA, Pasanen K (2019) Current trends in sport injury prevention. Best Pract Res Clin Rheumatol 33(1):3–15
Shulyatyev VM, Bulavina MA (2019) Sport interview: strategy, design and content. Theory Pract f Phys Culture 9:18–18
Ferguson LJ, Carlson KT, Rogers D (2019) Moving towards reconciliation through sport: Sharing our process of exploring team saskatchewan experiences at the North American Indigenous Games. J Exerc Mov Sport (SCAPPS refereed abstracts repository) 51(1): 99–99.
Kimasi K, Shojaei V, Boroumand MR (2019) Investigation of safety conditions at gymnasia in different organizations. J Human Insights 3(02):70–74
Reinhart K, Wichmann B (2020) The TuS Fortschritt Magdeburg-Neustadt (soccer section) in the GDR–an example of amateur socialist sport. Soccer Soc 21(4):408–420
Abanazir C (2019) E-sport and the EU: the view from the English Bridge Union. Int Sports Law J 18(3):102–113
Gerke A, Babiak K, Dickson G et al (2018) Developmental processes and motivations for linkages in cross-sectoral sport clusters. Sport Manag Rev 21(2):133–146
Pogrebnoy AI, Komlev IO (2018) Sport institutions reporting to Ministry of Sport of Russian Federation: intellectual property, invention activity, patenting and legal consulting service analysis. Theory Pract Phys Culture 2:2–2
Ilies DC, Buhas R, Ilies M et al (2018) Sport activities and leisure in Nature 2000 protected area-Red Valley, Romania. J Environ Prot Ecol 19(1):367–372
Kondrukh AI (2017) Practical shooting sport in Russian sport system: essential specifications and features. Theory Pract Phys Culture 5:27–27
Giulianotti R, Numerato D (2018) Global sport and consumer culture: An introduction. J Consum Cult 18(2):229–240
Gurinovich AG, Petrova GV (2019) Key priorities of physical education and sport sector budgeting laws and regulations in the Russian Federation. Theory Pract Phys Culture 4:34–34
Mountjoy M, Costa A, Budgett R et al (2018) Health promotion through sport: international sport federations’ priorities, actions and opportunities. Br J Sports Med 52(1):54–60
Pulido JJ, Sánchez-Oliva D, Sánchez-Miguel PA et al (2018) Sport commitment in young soccer players: a self-determination perspective. Int J Sports Sci Coach 13(2):243–252
Cristiani J, Bressan J C, Pérez B L, et al. CLUBS SOCIO-DEPORTIVOS EN UN MUNICIPIO BRASILEÑO: ESPACIO, EQUIPOS Y CONTENIDOS [Sport clubs in Brazil: facilities, equipment and content in][Clubes socio-esportivos em município brasileiro: Espaço, equipamentos e conteúdos][J]. E-balonmano. com: Revista de Ciencias del Deporte, 2017, 13(2): 105–112.
Happ E, Schnitzer M, Peters M (2021) Sport-specific factors affecting location decisions in business to business sport manufacturing companies: a qualitative study in the Alps. Int J Sport Manag Mark 21(1–2):21–48
Castro-Sánchez M, Zurita-Ortega F, Chacón-Cuberos R (2019) Motivation towards sport based on sociodemographic variables in university students from Granada. J Sport Health Res 11(1):55–68
Hadlow SM, Panchuk D, Mann DL et al (2018) Modified perceptual training in sport: a new classification framework. J Sci Med Sport 21(9):950–958
Du Plessis JH, Berteanu M (2020) The importance of prosthetic devices in sport activities for Romanian amputees who compete in Paralympic competitions. Med Sport J o Roman Sports Med Soc 16(1):3197–3204
Stylianou M, Hogan A, Enright E (2019) Youth sport policy: the enactment and possibilities of ‘soft policy’in schools. Sport Educ Soc 24(2):182–194
Richmond SA, Donaldson A, Macpherson A et al (2020) Facilitators and barriers to the implementation of iSPRINT: a sport injury prevention program in junior high schools. Clin J Sport Med 30(3):231–238
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflict of interest
The author declares no conflict of interest.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
About this article
Cite this article
Lu, B. Intelligent control system of physical strength in sports based on independent component analysis. Neural Comput & Applic 35, 4397–4408 (2023). https://doi.org/10.1007/s00521-022-07093-9
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00521-022-07093-9