Fatigue and Abnormal State Detection by Using EMG Signal During Football Training

Fatigue and Abnormal State Detection by Using EMG Signal During Football Training

Chunhai Cui, Enqian Xin, Meili Qu, Shuai Jiang
Copyright: © 2021 |Pages: 11
DOI: 10.4018/IJDST.2021040102
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Abstract

This paper proposes to monitor and recognize the fatigue state during football training by analyzing the surface electromyography (EMG) signals. The surface electromyography (EMG) signal is closely connected with the state during sports and training. First, power frequency interference, motion artifacts, and baseline drift in the surface electromyography (EMG) signal are removed; second, the authors extract 6 features: rectified average value (ARV), integrated electromyography myoelectric value (IEMG), root mean square of electromyography value (RMS), median frequency (MF), average power frequency (MPF), and electromyography power (TP) to represent the surface electromyography (EMG) signal; lastly, the extracted features are input into a one-class support vector machine to determine whether the player has been fatigued and are input into a weighted support vector machine to determine the degree of fatigue if the player has been fatigued. The experimental results show that more than 95% of the fatigue state can be recognized by surface electromyography (EMG) signal.
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2. Emg Signal And Feature Extraction

According to the theory of ion current, the repolarization and depolarization of muscle cell membranes are the fundamental reason for the formation of electromyography. The cell membrane is a semi-permeable membrane. In the state of muscle relaxation, due to the effect of the ion pump, the cations outside the cell membrane are higher than that inside the membrane to form polarization state in which the potential of the muscle cell membrane is higher than the potential inside the cell membrane. The difference between the internal potential and external potential is about IJDST.2021040102.m01 In the state of muscle contraction, the cell membrane is stimulated and its permeability also changes. More sodium ion channels are opened and a large amount of sodium ions flow into the cell membrane. The potential difference between the inside and outside of the membrane reaches IJDST.2021040102.m02 up to IJDST.2021040102.m03. When the muscle relaxes, sodium ions quickly outflow and the channels are closed until the potential difference is restored when resting, that is repolarization. The potential difference changes produced by the above process are the source of muscle electricity.

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