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Characterisation of frequency-domain loading profiles in high-performance youth badminton players: exploring limb asymmetry across injury history groups.

Williams JM, Luo J, Wylde MJ, Callaway AJ. · Journal of biomechanics · 2026

Researchers put motion sensors on the trunk and both lower legs of 30 elite youth badminton players during 90 minutes of simulated match play, then broke the impact data into four vibration frequency bands to map how load travels through the body. Loading was highest at the shins (especially the dominant leg) and lowest at the trunk, and descriptively, players with an injury history showed larger side-to-side differences in loading — though the authors stress the groups were small and results were not statistically significant.
Takeaway: Consider monitoring left-versus-right leg loading in racket-sport athletes, since lopsided impact patterns may flag injury risk — but treat these early findings as exploratory.
Abstract (source)

Mechanical loading can be beneficial or consequential, and it is typically measured through accelerometry in the time-domain. This prevents frequency-specific characteristics underpinning musculoskeletal adaptation and injury risk, from being identified. This study aimed to (1) characterise the frequency-domain loading profile (loading rate, band power and transmissibility) of high-performance youth badminton players across four frequency bands, and (2) determine whether limb symmetry within these bands differs between players with and without a history of injury. Accelerometer data from 90 min of simulated matchplay were collected from 30 players (13 female, 17 male) wearing inertial measurement units on the trunk and bilateral shanks. Data were transformed into four bands using the Fast Fourier Transform (FFT; B1: 0 ≤ f < 2 Hz, B2: 2 ≤ f < 5 Hz, B3: 5 ≤ f < 10 Hz, B4: 10 ≤ f < 20 Hz). Loading rate, band power and band RMS were greater at the shanks than the trunk, with the dominant shank demonstrating greater loading and attenuation than the non-dominant shank across all bands. Descriptive patterns suggested that players with bilateral injury history demonstrated the largest asymmetry for loading rate and band power (-11.6 to -28.7%), favouring the dominant limb, while players with unilateral injury history showed a 0.6-10.4% limb symmetry index favouring the non-injured limb and reduced attenuation on the injured limb, most prominently in B4 (10 ≤ f < 20 Hz). These

Findings: should be interpreted cautiously given the small subgroup sizes and absence of statistical

Significance: and are considered exploratory. Such

Methods: offer novel insights into sport-specific loading demands, injury risk and rehabilitation.

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