EMG Signals Characterization in Three States of Contraction by Fuzzy Network and Feature Extraction (häftad)
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Format
Häftad (Paperback / softback)
Språk
Engelska
Antal sidor
35
Utgivningsdatum
2015-03-11
Upplaga
2015 ed.
Förlag
Springer Verlag, Singapore
Medarbetare
Gunjan, Vinit Kumar
Illustrationer
13 Illustrations, color; 4 Illustrations, black and white; XV, 35 p. 17 illus., 13 illus. in color.
Dimensioner
234 x 156 x 3 mm
Vikt
86 g
Antal komponenter
1
Komponenter
1 Paperback / softback
ISBN
9789812873194

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

av Bita Mokhlesabadifarahani, Vinit Kumar Gunjan
Häftad,  Engelska, 2015-03-11
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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.
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Övrig information

Ms. Bita is an Occupational Therapist with dignified academic background over eight years experience in treatment of multiple sclerosis, Neuro-rehabilitation, Orthopedic Rehabilitation and researcher role in the Neuro-rehabilitation research, Ergo Design and treatment field of an esteemed Rehabilitation centre. Presently she works in synergy with medical practitioner of high repute while operating from private practice to contribute to society and medical fraternity. Mr. Vinit Kumar Gunjan is an Assistant Professor at AITS, Rajampet India. He also serves as the Secretary of IEEE Computer Society of Hyderabad Chapter. He worked with Tata Consultancy Services and SET Noida before joining AITS. Vinit is member of several IEEE Societies, ACM, ACCS, IE and others. He has several National and International Publications to his credit.

Innehållsförteckning

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

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