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The Effect of Fatigue on Precision of Muscle Activity Based on EMG
ISSN: en
Publisher: author
The Effect of Fatigue on Precision of Muscle Activity Based on EMG
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Abstract
Purpose: This paper presents a new approach to predict the dart score according to biceps and triceps muscle fatigue. The main goal of this study is prediction of muscle fatigue and the following dart scores.Methods: For this purpose, EMG signal was recorded from twenty persons during a physical activitytask. The subjects performed 10 contractionsfor 40s and EMG signal was recorded before fatigue. Next, they threw darts and their scores were collected. Afterward they did some sport activities, until intolerable fatigue. After fatigue,as mentioned above during 10 contractionsthe EMG signalwas recorded and they threw darts which considered as after fatigue results.For analysis, different combinations of three features; power, middle frequency, and autoregressive coefficients are used. Subsequently, the predictionwas evaluated by four classifiers; KNN, LDA, ANN and RBF.Results: The results show that, KNN classifier has the best performan...
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International Category Code (ICC):
ICC-0202
Haleh Jafarinejad, Nadero Jafarnia Dabanlo, Ablollah Ghasemi
International Article Address (IAA):
IAA.ZONE/en8253en
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