A comparison of ICA algorithms in surface EMG signal processing

被引:17
作者
Naik, Ganesh R. [1 ]
机构
[1] RMIT Univ, Sch Elect & Comp Engn, GPO Box 2476V, Melbourne, Vic 3001, Australia
关键词
BSS; blind source separation; ICA; independent component analysis; sEMG; surface electromyogram; MES; myoelectric signal; source separation;
D O I
10.1504/IJBET.2011.041774
中图分类号
R318 [生物医学工程];
学科分类号
0831 [生物医学工程];
摘要
Recent research has resulted in development of number of different Independent Component Analysis (ICA) technique. While there are some researchers who have compared their techniques with the existing methods for audio examples, there is no comparison of performance between ICA algorithms for biosignal applications. With ICA being the feasible method for source separation and decomposition of biosignals, it is important to compare the different techniques and determine the most suitable method for the applications. This paper presents the performance of five ICA algorithms (SOBI, TDSEP, FastICA, JADE and Infomax) for decomposition of surface electromyogram (sEMG) to identify subtle wrist actions.
引用
收藏
页码:363 / 374
页数:12
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