Title :
High-density EMG E-Textile systems for the control of active prostheses
Author :
Farina, Dario ; Lorrain, Thomas ; Negro, Francesco ; Jiang, Ning
Author_Institution :
Dept. of Health Sci. & Technol., Aalborg Univ., Aalborg, Denmark
fDate :
Aug. 31 2010-Sept. 4 2010
Abstract :
Myoelectric control of active prostheses requires electrode systems that are easy to apply for daily repositioning of the electrodes by the user. In this study we propose the use of Smart Fabric and Interactive Textile (SFIT) systems as an alternative solution for recording high-density EMG signals for myoelectric control. A sleeve covering the upper and lower arm, which contains 100 electrodes arranged in four grids of 5×5 electrodes, was used to record EMG signals in 3 subjects during the execution of 9 tasks of the wrist and hand. The signals were analyzed by extracting wavelet coefficients which were classified with linear discriminant analysis. The average classification accuracy for the nine tasks was 89.1 ± 1.9 %. These results show that SFIT systems can be used as an effective way for muscle-machine interfacing.
Keywords :
biomedical electrodes; electromyography; fabrics; intelligent sensors; medical control systems; medical signal processing; prosthetics; signal classification; wavelet transforms; E-textile systems; active prostheses control; electrode systems; hand; high-density EMG signals; interactive textile; linear discriminant analysis; muscle-machine interfacing; myoelectric control; signal classification; smart fabric; wavelet coefficients; wrist; Accuracy; Electrodes; Electromyography; Muscles; Skin; Textiles; Wrist; Adult; Arm; Biofeedback, Psychology; Clothing; Electrodes; Electromyography; Equipment Design; Equipment Failure Analysis; Female; Humans; Male; Monitoring, Ambulatory; Muscle Contraction; Muscle, Skeletal; Prostheses and Implants; Textiles;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2010 Annual International Conference of the IEEE
Conference_Location :
Buenos Aires
Print_ISBN :
978-1-4244-4123-5
DOI :
10.1109/IEMBS.2010.5627455