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Gunjan / Mokhlesabadifarahani

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

Medium: Buch
ISBN: 978-981-287-319-4
Verlag: Springer Nature Singapore
Erscheinungstermin: 11.03.2015
Lieferfrist: bis zu 10 Tage

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.


Produkteigenschaften


  • Artikelnummer: 9789812873194
  • Medium: Buch
  • ISBN: 978-981-287-319-4
  • Verlag: Springer Nature Singapore
  • Erscheinungstermin: 11.03.2015
  • Sprache(n): Englisch
  • Auflage: 2015
  • Serie: SpringerBriefs in Applied Sciences and Technology
  • Produktform: Kartoniert
  • Gewicht: 949 g
  • Seiten: 35
  • Format (B x H x T): 155 x 235 x 4 mm
  • Ausgabetyp: Kein, Unbekannt

Themen


Autoren/Hrsg.

Autoren

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