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Article

Evaluation of the Impact of External Conditions on Arm Positioning During Punches in MMA Fighters: A Comparative Analysis of 2D and 3D Methods

1
Faculty of Physical Culture, Gdansk University of Physical Education and Sport, 80336 Gdansk, Poland
2
Department of Physiology and Biochemistry, Faculty of Physical Education and Sport, Charles Univer-sity, 16000 Prague, Czech Republic
3
Institute of Sport Sciences, Jerzy Kukuczka Academy of Physical Education, 40065 Katowice, Poland
4
Department of Biochemistry and Molecular Biology, Miller School of Medicine, University of Miami, Miami, FL 33136, USA
*
Author to whom correspondence should be addressed.
Sensors 2025, 25(11), 3270; https://doi.org/10.3390/s25113270
Submission received: 6 April 2025 / Revised: 13 May 2025 / Accepted: 16 May 2025 / Published: 22 May 2025
(This article belongs to the Section Physical Sensors)

Abstract

Mixed Martial Arts (MMA) is a highly dynamic combat sport that requires precise motor coordination and technical execution. Video-based motion analysis, including two-dimensional (2D) and three-dimensional (3D) motion capture systems, plays a critical role in optimizing movement patterns, enhancing training efficiency, and reducing injury risk. However, the comparative validity of 2D and 3D systems for evaluating punching mechanics under external stressors remains unclear. This study aimed to first validate the measurement agreement between 2D and 3D motion analyses during sagittal-plane punches, and second, to examine the impact of fatigue and balance disruption on arm kinematics and punch dynamics in elite MMA athletes. Twenty-one male MMA fighters (mean age: 24.85 ± 7.24 years) performed standardized straight right punches (SRPs) and swing punches (SPs) under three experimental conditions: normal, balance-disrupted, and fatigued. Participants were instructed to deliver maximal-effort punches targeting a designated striking pad placed at a consistent height and distance. Each punch type was executed three times per condition. Kinematic data were collected using the my Dartfish Express(version 7.2.0) app (2D system) and MaxPRO infrared motion capture system (3D system). Statistical analyses included Pearson’s correlation coefficients, one-way analysis of variance (ANOVA), and linear mixed models (LMMs). Strong correlations (r = 0.964–0.999) and high intraclass correlation coefficient (ICC) values (0.81–0.99) confirmed the high reliability of 2D analysis for sagittal-plane techniques. Fatigue significantly decreased punch velocity and impact force (p < 0.01), while increasing joint angle variability (p < 0.01). These findings highlight the complementary use of 2D and 3D motion capture methods, supporting individualized monitoring, adaptive technique evaluation, and performance optimization in combat sports.
Keywords: motion analysis; fatigue; joint angles; punch dynamics; combat sports motion analysis; fatigue; joint angles; punch dynamics; combat sports

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MDPI and ACS Style

Skalski, D.; Prończuk, M.; Stastny, P.; Łosińska, K.; Drozd, M.; Toborek, M.; Aschenbrenner, P.; Maszczyk, A. Evaluation of the Impact of External Conditions on Arm Positioning During Punches in MMA Fighters: A Comparative Analysis of 2D and 3D Methods. Sensors 2025, 25, 3270. https://doi.org/10.3390/s25113270

AMA Style

Skalski D, Prończuk M, Stastny P, Łosińska K, Drozd M, Toborek M, Aschenbrenner P, Maszczyk A. Evaluation of the Impact of External Conditions on Arm Positioning During Punches in MMA Fighters: A Comparative Analysis of 2D and 3D Methods. Sensors. 2025; 25(11):3270. https://doi.org/10.3390/s25113270

Chicago/Turabian Style

Skalski, Dariusz, Magdalena Prończuk, Petr Stastny, Kinga Łosińska, Miłosz Drozd, Michal Toborek, Piotr Aschenbrenner, and Adam Maszczyk. 2025. "Evaluation of the Impact of External Conditions on Arm Positioning During Punches in MMA Fighters: A Comparative Analysis of 2D and 3D Methods" Sensors 25, no. 11: 3270. https://doi.org/10.3390/s25113270

APA Style

Skalski, D., Prończuk, M., Stastny, P., Łosińska, K., Drozd, M., Toborek, M., Aschenbrenner, P., & Maszczyk, A. (2025). Evaluation of the Impact of External Conditions on Arm Positioning During Punches in MMA Fighters: A Comparative Analysis of 2D and 3D Methods. Sensors, 25(11), 3270. https://doi.org/10.3390/s25113270

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