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The use of wearable devices in the assessment of basketball players’ athletic performance

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Mar 24, 2025

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FMS test results in the middle of the training experiment with wearable smart equipment

A B C D E F G H I
Squat test 3 3 3 2 3 2 3 3 3
Stepping test 3 3 3 2 2 2 2 3 3
Straight row squat 3 2 3 3 3 2 3 2 3
Shoulder flexibility 3 2 2 3 1 3 3 2 0
Straight leg lift 2 3 2 3 3 2 1 1 2
Torso stability 2 1 3 0 3 3 2 3 3
Rotation stability 2 3 2 3 2 3 3 3 2
Total 18 17 18 16 17 17 17 17 16
Mean 2.57 2.43 2.57 2.29 2.43 2.43 2.43 2.43 2.29

FMS test results at the beginning of training experiment with wearable smart equipment

A B C D E F G H I
Squat test 2 3 3 2 3 2 3 3 3
Stepping test 3 2 2 2 2 1 2 3 3
Straight row squat 2 2 3 3 3 2 2 2 3
Shoulder flexibility 3 2 0 3 0 3 1 2 0
Straight leg lift 2 3 2 3 3 2 1 1 2
Torso stability 2 0 2 0 2 3 0 3 2
Rotation stability 2 2 3 2 2 3 3 2 1
Total 16 14 15 15 15 16 12 16 14
Mean 2.29 2.00 2.14 2.14 2.14 2.29 1.71 2.29 2.00

FMS test results in the end of the training experiment with wearable smart equipment

A B C D E F G H I
Squat test 3 3 3 2 3 2 3 3 3
Stepping test 3 3 3 2 3 3 2 3 3
Straight row squat 3 3 3 3 3 2 3 3 3
Shoulder flexibility 3 3 2 3 3 3 3 2 3
Straight leg lift 2 3 2 3 3 3 2 3 2
Torso stability 3 2 3 2 3 3 2 3 3
Rotation stability 3 3 3 3 2 3 3 3 3
Total 20 20 19 18 20 19 18 20 20
Mean 2.86 2.86 2.71 2.57 2.86 2.71 2.57 2.86 2.86

Comparison of FMS test results

Test object Beginning Middle End
A 16 18 20
B 14 17 20
C 15 18 19
D 15 16 18
E 15 17 20
F 16 17 19
G 12 17 18
H 16 17 20
I 14 16 20
Mean 14.78 17 19.33
t 4.252
p 0.005

Analysis of shooting test results

Time period Spot shot basketball Moving shot basketball
IEMG (V) RMS (V) IEMG (V) RMS (V) SNR
1 0.433±0.039 0.103±0.015 0.251±0.013 0.064±0.001 18.67±0.89
2 0.405±0.048 0.106±0.016 0.247±0.025 0.066±0.003 18.78±0.79
3 0.386±0.018 0.092±0.006 0.242±0.016 0.064±0.001 19.15±0.43
4 0.347±0.021 0.091±0.005 0.233±0.021 0.060±0.003 18.69±0.62
5 0.342±0.025 0.088±0.007 0.236±0.017 0.061±0.001 18.66±0.58

Results of electromyography monitoring performance test

Traditional electrode monitoring method Ours p
RMS (V) 0.056±0.008 0.107±0.042 0.012
SNR 18.62±0.71 25.14±2.54 0.008
MPF (Hz) 57.56±1.26 67.45±2.85 0.006

Analysis of frequency domain characteristics of shot

Time period MPF (Hz) MF (Hz)
1 58.45±1.16 50.63±2.42
2 57.89±2.05 49.15±2.03
3 56.15±2.08 48.33±2.51
4 57.05±1.22 49.44±2.24
5 56.84±1.24 48.51±2.08
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