Spatio-spectral filters for low-density surface electromyographic signal classification

2013 ◽  
Vol 51 (5) ◽  
pp. 547-555 ◽  
Author(s):  
Gan Huang ◽  
Zhiguo Zhang ◽  
Dingguo Zhang ◽  
Xiangyang Zhu
Author(s):  
Kouadio Niamba ◽  
Frank Schieber ◽  
Megan McCray

Evidence suggests that fifty to eighty percent (50-80%) of amputees conserve sensation in their missing limb after removal due to the presence of associated nerve endings. Most importantly, a large percentage of amputees experience episodic pain in the missing limb. This physiological phenomenon called phantom limb pain (PLP) has shown resistance to pharmaceutical treatments, but can be treated through mirror therapy. However, mirror therapy only yields temporary results and does not apply to bilateral amputees. Overcoming these challenges are the objectives of the present study. Using a surface electromyographic signal classification approach, this investigation intends to simulate the control of a missing limb within an immersive virtual environment. We predict that replacing mirror therapy with a more immersive “virtual therapy” can serve as a prolonged psychological solution to phantom limb pain.


Author(s):  
M. Tarata ◽  
W. Wolf ◽  
D. Georgescu ◽  
D. Alexandru ◽  
M. Serbanescu

The effects of neuromuscular fatigue are various and with serious consequences on work performance and safety. This paper provides a practical overview of several noninvasive methods of investigating neuromuscular fatigue (NMF), mainly via the surface electromyographic signal (SEMG), as essentially related to the muscle contraction and intimately mirroring muscle activation and contraction mechanisms. The purpose of this paper is to identify the most suitable non-invasively derived parameters for detecting and quantifying NMF, to be practically used in monitoring people exposed to high risks, such as fighter pilots. Wavelet Transform-based techniques (WT), as well as another original approach, together with the blood oxygen saturation are analyzed and discussed, based on results from preliminary experiments.


2015 ◽  
Vol 29 (1) ◽  
pp. 129.e1-129.e8 ◽  
Author(s):  
Patricia Maria Mendes Balata ◽  
Hilton Justino da Silva ◽  
Leandro de Araújo Pernambuco ◽  
Jabson Herber Profiro de Oliveira ◽  
Sílvia Regina Arruda de Moraes

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