Mrs Analysis of Torque and Stiffness Parameters in Different Cleat Models: Identification of Key Characteristics Using Regression Models

Main Article Content

Wagner Oliveira*
Eduardo Wust
Jefferson Loss
Fagundes Loss

Abstract

This study investigated the relationship between the physical characteristics of soccer cleats and their rotational resistance, aiming to identify the factors that influence maximum torque, stiffness, and the work required for rotation. Fifty-eight cleat models were analyzed, covering different classifications (FirmGround, HardGround, SoftGround, Turf). Tests were conducted in a controlled laboratory setting, utilizing X-ray fluorescence spectroscopy for material analysis, and a rigidimeter for longitudinal stiffness, and a 3D scanner for stud characterization. Rotational resistance was measured with a specific device that simulated the axial load applied to the foot and allowed for the determination of torque values. The results of the ANOVA indicated that cleat classification significantly influenced maximum torque, with SG cleats showing higher values and TF cleats showing lower values. However, stud design did not show a significant effect on torque. Multiple linear regression revealed that stud diameter, stiffness, and material type were significant predictors of maximum torque. Stratified analysis by stud type indicated that for circular cleats, material and stud diameter were the primary determinants of torque, while for pyramid-shaped cleats, the total number of studs had the greatest impact. Regarding stiffness, the overall model explained 41.2% of the variability, with material and stud contact area being the main predictors. Stratification by design revealed that circular cleats had higher stiffness when classified as HG. It is concluded that cleat classification, material type, and stud diameter are determining factors for maximum torque and stiffness, suggesting that these factors should be considered in the development of sports footwear.


 

Article Details

Wagner Oliveira*, Eduardo Wust, Loss, J., & Fagundes Loss. (2025). Mrs Analysis of Torque and Stiffness Parameters in Different Cleat Models: Identification of Key Characteristics Using Regression Models. Journal of Sports Medicine and Therapy, 001–015. https://doi.org/10.29328/journal.jsmt.1001090
Research Articles

Copyright (c) 2025 Rosa de Oliveira W, et al.

Creative Commons License

This work is licensed under a Creative Commons Attribution 4.0 International License.

1. Callister R, Chuter V, Hawes M, Hawke F, Peterson B, Sadler S, et al. Biomechanical and musculoskeletal measures as risk factors for running-related injury in non-elite runners: a systematic review and meta-analysis. J Sci Med Sport. 2021;24:S42. Available from: https://www.jsams.org/article/S1440-2440(21)00355-8/abstract

2. Bermon S. Evolution of distance running shoes: performance, injuries, and rules. J Sports Med Phys Fitness. 2021;61(8):1073–80. Available from: https://doi.org/10.23736/s0022-4707.21.12728-8

3. International Association of Athletics Federation (IAAF). Rules. Jakarta: PB PASI; 2007.

4. Stuart MJ. Gridiron football injuries. In: Epidemiology of Pediatric Sports Injuries. 2005;49:62–85. Available from: https://doi.org/10.1159/000085392

5. Lambson RB, Barnhill BS, Higgins RW. Football cleat design and its effect on anterior cruciate ligament injuries: A three-year prospective study. Am J Sports Med. 1996;24(2):155–9. Available from: https://doi.org/10.1177/036354659602400206

6. O'Connor AM, James IT. Association of lower limb injury with boot cleat design and playing surface in elite soccer. Foot Ankle Clin. 2013;18(2):369–80. Available from: https://doi.org/10.1016/j.fcl.2013.02.012

7. Hennig EM. The influence of soccer shoe design on player performance and injuries. Res Sports Med. 2011;19(3):186–201. Available from: https://doi.org/10.1080/15438627.2011.582823

8. Butler RJ, Russell ME, Queen R. Effect of soccer footwear on landing mechanics. Scand J Med Sci Sports. 2014;24(1):129–35. Available from: https://doi.org/10.1111/j.1600-0838.2012.01468.x

9. Queen RM, Charnock BL, Garrett WE Jr, Hardaker WM, Sims EL, Moorman CT 3rd. A comparison of cleat types during two football-specific tasks on FieldTurf. Br J Sports Med. 2008;42(4):278–84.

10. Inklaar H. Soccer injuries. Sports Med. 1994;18(1):55–73. Available from: https://doi.org/10.2165/00007256-199418010-00006

11. Ekstrand J, Hägglund M, Waldén M. Injury incidence and injury patterns in professional football: the UEFA injury study. Br J Sports Med. 2011;45(7):553–8. Available from: https://doi.org/10.1136/bjsm.2009.060582

12. van Beijsterveldt AMC, Krist MR, Schmikli SL, Stubbe JH, de Wit GA, Inklaar H, et al. Effectiveness and cost-effectiveness of an injury prevention programme for adult male amateur soccer players: design of a cluster-randomised controlled trial. Inj Prev. 2011;17(1):e2–e2. Available from: https://research.vu.nl/en/publications/effectiveness-and-cost-effectiveness-of-an-injury-prevention-prog

13. Bisesti BA, Lawrence MA, Koch AJ, Carlson LA. Comparison of knee moments and landing patterns during a lateral cutting maneuver: shod vs. barefoot. J Strength Cond Res. 2015;29(11):3075–8. Available from: https://doi.org/10.1519/jsc.0000000000001134

14. Thomson A, Whiteley R, Bleakley C. Higher shoe-surface interaction is associated with doubling of lower extremity injury risk in football codes: a systematic review and meta-analysis. Br J Sports Med. 2015;49(19):1245–52. Available from: https://doi.org/10.1136/bjsports-2014-094478

15. Silva DCF, Santos R, Vilas-Boas JP, Macedo R, Montes AM, Sousa ASP, et al. Influence of cleats-surface interaction on the performance and risk of injury in soccer: a systematic review. Appl Bionics Biomech. 2017;2017:1305479. Available from: https://doi.org/10.1155/2017/1305479

16. Oliveira WR de. Proposal of an equipment to measure the resistance generated in the interaction of different soccer shoe soles with the contact surface. 2020. Available from: https://lume.ufrgs.br/bitstream/handle/10183/222926/001125943.pdf?sequence=1

17. Field A. SPSS. Discovering statistics using SPSS. 2nd ed. Porto Alegre, RS: Artmed; 2009.

18. Wannop JW, Stefanyshyn DJ. The effect of normal load, speed, and moisture on footwear traction. Footwear Sci. 2012;4(1):37–43. Available from: http://dx.doi.org/10.1080/19424280.2011.653992

19. Stefanyshyn DJ, Wannop JW. Biomechanics research and sport equipment development. Footwear Sci. 2015;18(4):191–202. Available from: http://dx.doi.org/10.1007/s12283-015-0183-5

20. Hennig EM, Sterzing T. The influence of soccer shoe design on playing performance: a series of biomechanical studies. Footwear Sci. 2010;2(1):3–11. Available from: http://dx.doi.org/10.1080/19424281003691999

21. Pestana MH, Gageiro JN. Discovering regression: with the complementarity of SPSS. 2005. Available from: https://www.researchgate.net/publication/272820216_Descobrindo_a_Regressao_com_a_Complementaridade_do_SPSS

22. Gehring D, Rott F, Stapelfeldt B, Gollhofer A. Effect of soccer shoe cleats on knee joint loads. Int J Sports Med. 2007;28(12):1030–4. Available from: https://doi.org/10.1055/s-2007-965000

23. de Olivera WR, Onodera AN, La Torre M. Influence of cleat design on knee joint moments during cutting maneuver and instep kick in soccer. Muscles Ligaments Tendons J. 2019;9(3). Available from: https://www.mltj.online/wp-content/uploads/2019/09/Olivera.pdf

24. Villwock MR, Meyer EG, Powell JW, Fouty AJ, Haut RC. Football playing surface and shoe design affect rotational traction. Am J Sports Med. 2009;37(3):518–25. Available from: https://doi.org/10.1177/0363546508328108

25. Ballal MS, Usuelli FG, Montrasio UA, Molloy A, La Barbera L, Villa T, et al. Rotational and peak torque stiffness of rugby shoes. Foot (Edinb). 2014;24(3):107–10. Available from: https://doi.org/10.1016/j.foot.2014.06.006

26. Wannop JW, Stefanyshyn DJ. The effect of translational and rotational traction on lower extremity joint loading. J Sports Sci. 2016;34(7):613–20. Available from: https://doi.org/10.1080/02640414.2015.1066023

27. Wannop JW, Foreman T, Madden R, Stefanyshyn D. Influence of the composition of artificial turf on rotational traction and athlete biomechanics. J Sports Sci. 2019;37(16):1849–56. Available from: https://doi.org/10.1080/02640414.2019.1598923