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Article

Differences in Muscle Inter-Phasic Coherence During Side Kick Techniques Among Male Sanda Athletes of Different Skill Levels Based on Sensor Analysis: A Cross-Sectional Study

1
China Wushu School, Beijing Sport University, Beijing 100084, China
2
School of General Education, Beijing Normal-Hong Kong Baptist University, Zhuhai 519017, China
*
Author to whom correspondence should be addressed.
These authors contributed equally to this work.
Sensors 2026, 26(2), 646; https://doi.org/10.3390/s26020646 (registering DOI)
Submission received: 2 December 2025 / Revised: 31 December 2025 / Accepted: 16 January 2026 / Published: 18 January 2026
(This article belongs to the Special Issue Sensor Techniques and Methods for Sports Science: 2nd Edition)

Abstract

Objective: to clarify differences in the intermuscular coherence of core muscles during side kicks among male Sanda athletes at varying skill levels, particularly in critical frequency bands; to reveal the association between neuromuscular coordination mechanisms and technical proficiency; and to provide methodological references for quantitative analysis of combat sports techniques. Methods: Thirty-six male Sanda athletes were divided into professional (n = 18) and amateur (n = 18) groups based on athletic ranking and training duration. Surface electromyographic (EMG) signals from 15 core muscles and kinematic data were synchronously recorded using a wireless EMG system and a high-speed camera. Signal processing extracted root mean square amplitude (RMS) and integral EMG (iEMG). Muscle coordination was quantified via time-frequency coherence analysis across alpha (8–15 Hz), beta (15–30 Hz), and gamma (30–50 Hz) bands. Results: The professional group exhibited significantly higher RMS and iEMG values in most core muscles (e.g., rectus femoris RMS: 0.298 ± 0.072 vs. 0.214 ± 0.077 mV, p < 0.001). Regarding intermuscular coherence, the professional group demonstrated significantly superior coherence in the α, β, and γ bands for key muscle pairs, including upper limb–swing leg, support leg–swing leg, and upper limb–support leg. Notable differences were observed in pairs such as external oblique–rectus femoris (alpha band: 0.039 ± 0.012 vs. 0.032 ± 0.011, p < 0.01) and right rectus femoris–biceps femoris (beta band: 0.033 ± 0.010 vs. 0.023 ± 0.007, p < 0.01). Conclusions: The fundamental difference in side kick technique among Sanda athletes lies in neuromuscular control strategies and muscle coordination efficiency. Sensor-based intermuscular coherence analysis provides an objective quantitative indicator for distinguishing technical proficiency, offering a scientific basis for optimizing training and extending the methodological framework for technique assessment in combat sports.
Keywords: sanda athletes; side kick technique; intermuscular coherence; surface electromyography (sEMG); skill level differentiation sanda athletes; side kick technique; intermuscular coherence; surface electromyography (sEMG); skill level differentiation

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MDPI and ACS Style

Li, L.; Liu, T.; Wang, G. Differences in Muscle Inter-Phasic Coherence During Side Kick Techniques Among Male Sanda Athletes of Different Skill Levels Based on Sensor Analysis: A Cross-Sectional Study. Sensors 2026, 26, 646. https://doi.org/10.3390/s26020646

AMA Style

Li L, Liu T, Wang G. Differences in Muscle Inter-Phasic Coherence During Side Kick Techniques Among Male Sanda Athletes of Different Skill Levels Based on Sensor Analysis: A Cross-Sectional Study. Sensors. 2026; 26(2):646. https://doi.org/10.3390/s26020646

Chicago/Turabian Style

Li, Liang, Tianxing Liu, and Guixian Wang. 2026. "Differences in Muscle Inter-Phasic Coherence During Side Kick Techniques Among Male Sanda Athletes of Different Skill Levels Based on Sensor Analysis: A Cross-Sectional Study" Sensors 26, no. 2: 646. https://doi.org/10.3390/s26020646

APA Style

Li, L., Liu, T., & Wang, G. (2026). Differences in Muscle Inter-Phasic Coherence During Side Kick Techniques Among Male Sanda Athletes of Different Skill Levels Based on Sensor Analysis: A Cross-Sectional Study. Sensors, 26(2), 646. https://doi.org/10.3390/s26020646

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