Journal of Sports Science and Medicine
Journal of Sports Science and Medicine
ISSN: 1303 - 2968   
Ios-APP Journal of Sports Science and Medicine
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©Journal of Sports Science and Medicine ( 2026 )  25 ,  807  -  821   DOI: https://doi.org/10.52082/jssm.2026.807

Research article
Time–Frequency Analysis of Muscle Activation Patterns during the Instep Kick in Elite and Amateur Soccer Players
Jiazhong Zhu1,2, Diwei Chen1,2, Dongxu Wang1,2, Zhanyi Zhou1,3, Yang Song1,2,4, Xuanzhen Cen1,2, Gusztáv Fekete5, Monèm Jemni1,6,7, Huw Wiltshire8, Julien Steven Baker1,9, Yaodong Gu1,2,10,11, , Dong Sun1,2,10, 
Author Information
1 Faculty of Sports Science, Ningbo University, Ningbo, China
10 Ningbo Football Academy, Ningbo University, Ningbo, China
11 Research Institute of Sport Science, Hungarian University of Sports Science, Budapest, Hungary
2 Research Academy of Grand Health, Ningbo University, Ningbo, China
3 Department of Physical Education and Sport, Faculty of Sport Sciences, University of Granada, Granada, Spain
4 Department of Biomedical Engineering, Faculty of Engineering, The Hong Kong Polytechnic University, Hong Kong, China
5 Department of Materials Science and Mechanical Engineering, AUDI Hungaria Faculty of Engineering, Széchenyi István University, Győr, Hungary
6 Centre for Mental Health Research in Association with the University of Cambridge, Cambridge, United Kingdom
7 The Carrick Institute, Florida, USA
8 Cardiff School of Sport & Health Sciences, Cardiff Metropolitan University, Cardiff, United Kingdom
9 Centre for Health and Exercise Science Research, Department of Sport, Physical Education and Health, Hong Kong Baptist University, Hong Kong, China

Yaodong Gu
✉ Faculty of Sports Science, Ningbo University. No. 818, Fenghua Road, Jiangbei District Ningbo, Zhejiang. China
Email: guyaodong@hotmail.com

Dong Sun
✉ Faculty of Sports Science, Ningbo University. No. 818, Fenghua Road, Jiangbei District Ningbo, Zhejiang. China
Email: sundong@nbu.edu.cn
Publish Date
Received: 19-02-2026
Accepted: 17-08-2026
Published (online): 01-09-2026
Narrated in English
 
 
ABSTRACT

The instep kick is a frequently performed, high-load soccer skill that requires precise intermuscular coordination around ball contact. This study compared time-frequency activation patterns between elite and amateur male soccer players across two kicking phases and identified the key time windows and dominant muscle contributions. Surface electromyography was recorded from seven muscles of the kicking leg in 15 elite and 15 amateur players: rectus femoris, vastus medialis, vastus lateralis, biceps femoris, tibialis anterior, medial gastrocnemius, and lateral gastrocnemius. The instep kick was divided into Phase 1, from maximum hip extension to ball contact, and Phase 2, from post-contact follow-through to maximum hip flexion. Morlet wavelet analysis was used to generate time-frequency intensity maps. Global principal component analysis was then performed to extract PC1 to PC6, and between-group differences in PC score trajectories were assessed using SPM1D independent-samples t tests, with significance evaluated under a Bonferroni adjusted threshold for the 12 PC phase comparisons. In Phase 1, PC3 showed a significant between-group difference at 54-75% of the normalized time (peak t = 7.62, p < 0.001, Hedges’ g = 2.96), with higher scores in the elite group. In Phase 2, PC1 differed significantly between groups at 60-70% of the normalized time (peak t = -9.88, p < 0.001, Hedges’ g = -2.03), with higher scores in the amateur group. Elite players showed a more temporally focused pre-contact activation pattern centered on mid-frequency components of the biceps femoris, whereas amateur players showed greater reliance on higher-frequency components of the medial gastrocnemius during the post-contact follow-through. These findings suggest that skill-level differences are expressed as phase-specific redistribution of muscle and frequency-band activity within critical time windows, rather than as a simple global difference in activation magnitude.

Key words: Soccer, instep kick, electromyography, frequency, muscle activation


           Key Points
  • Time frequency analysis combined with global PCA revealed phase specific neuromuscular differences between elite and amateur soccer players during the instep kick.
  • Elite and amateur players exhibited phase specific differences in neuromuscular control, particularly in pre contact preparation and post contact follow through.
  • Elite players showed a more temporally concentrated pre-contact activation pattern, characterized by greater biceps femoris mid-frequency contribution during the mid- to late pre-contact period.
  • Amateur players showed greater medial-gastrocnemius-related high-frequency contribution during the post-contact phase, indicating a different plantar-flexor-related EMG time-frequency organization during follow-through.
 
 
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