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EMG Signals Characterization in Three States of Contraction by Fuzzy Network and Feature Extraction

Paperback Engels 2015 2015e druk 9789812873194
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Samenvatting

Neuro-muscular and musculoskeletal disorders and injuries highly affect the life style and the motion abilities of an individual. This brief highlights a systematic method for detection of the level of muscle power declining in musculoskeletal and Neuro-muscular disorders. The neuro-fuzzy system is trained with 70 percent of the recorded Electromyography (EMG) cut off window and then used for classification and modeling purposes. The neuro-fuzzy classifier is validated in comparison to some other well-known classifiers in classification of the recorded EMG signals with the three states of contractions corresponding to the extracted features. Different structures of the neuro-fuzzy classifier are also comparatively analyzed to find the optimum structure of the classifier used.

Specificaties

ISBN13:9789812873194
Taal:Engels
Bindwijze:paperback
Aantal pagina's:35
Uitgever:Springer Nature Singapore
Druk:2015

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Inhoudsopgave

Introduction to EMG Technique and Feature Extraction.- Methodology for  working with EMG dataset.- Results.- Conclusions and Inferences of Present Study.

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        EMG Signals Characterization in Three States of Contraction by Fuzzy Network and Feature Extraction