Literature DB >> 24443218

Characterization of surface electromyography using time domain features for determining hand motion and stages of contraction.

Ahmad Akmal Bin Ahmad Nadzri1, Siti Anom Ahmad, Mohd Hamiruce Marhaban, Haslina Jaafar.   

Abstract

Surface electromyography (SEMG) signals can provide important information for prosthetic hand control application. In this study, time domain (TD) features were used in extracting information from the SEMG signal in determining hand motions and stages of contraction (start, middle and end). Data were collected from ten healthy subjects. Two muscles, which are flexor carpi ulnaris (FCU) and extensor carpi radialis (ECR) were assessed during three hand motions of wrist flexion (WF), wrist extension (WE) and co-contraction (CC). The SEMG signals were first segmented into 132.5 ms windows, full wave rectified and filtered with a 6 Hz low pass Butterworth filter. Five TD features of mean absolute value, variance, root mean square, integrated absolute value and waveform length were used for feature extraction and subsequently patterns were determined. It is concluded that the TD features that were used are able to differentiate hand motions. However, for the stages of contraction determination, although there were patterns observed, it is determined that the stages could not be properly be differentiated due to the variability of signal strengths between subjects.

Mesh:

Year:  2014        PMID: 24443218     DOI: 10.1007/s13246-014-0243-3

Source DB:  PubMed          Journal:  Australas Phys Eng Sci Med        ISSN: 0158-9938            Impact factor:   1.430


  4 in total

1.  Synergistic Myoelectrical Activities of Forearm Muscles Improving Robust Recognition of Multi-Fingered Gestures.

Authors:  Xiuying Luo; Xiaoying Wu; Lin Chen; Yun Zhao; Li Zhang; Guanglin Li; Wensheng Hou
Journal:  Sensors (Basel)       Date:  2019-02-01       Impact factor: 3.576

2.  Kinematic Synergy of Multi-DoF Movement in Upper Limb and Its Application for Rehabilitation Exoskeleton Motion Planning.

Authors:  Shangjie Tang; Lin Chen; Michele Barsotti; Lintao Hu; Yongqiang Li; Xiaoying Wu; Long Bai; Antonio Frisoli; Wensheng Hou
Journal:  Front Neurorobot       Date:  2019-11-29       Impact factor: 2.650

3.  Muscle Recruitment and Coordination following Constraint-Induced Movement Therapy with Electrical Stimulation on Children with Hemiplegic Cerebral Palsy: A Randomized Controlled Trial.

Authors:  Kaishou Xu; Lu He; Jianning Mai; Xiaohua Yan; Ying Chen
Journal:  PLoS One       Date:  2015-10-09       Impact factor: 3.240

Review 4.  A Review of Classification Techniques of EMG Signals during Isotonic and Isometric Contractions.

Authors:  Nurhazimah Nazmi; Mohd Azizi Abdul Rahman; Shin-Ichiroh Yamamoto; Siti Anom Ahmad; Hairi Zamzuri; Saiful Amri Mazlan
Journal:  Sensors (Basel)       Date:  2016-08-17       Impact factor: 3.576

  4 in total

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