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Assessment of the effectiveness of acupuncture on facial paralysis based on sEMG decomposition
Xiong AB(熊安斌); Zhao XG(赵新刚); Han JD(韩建达); Liu GJ(刘光军)
作者部门机器人学研究室
会议名称3rd International Conference on Robot Intelligence Technology and Applications, RiTA 2014
会议日期November 6-8, 2014
会议地点Beijing, China
会议录名称Advances in Intelligent Systems and Computing
出版者Springer Verlag
出版地Berlin
2014
页码705-717
收录类别EI ; CPCI(ISTP)
EI收录号20154001333126
WOS记录号WOS:000380533900064
产权排序1
ISSN号2194-5357
ISBN号978-3-319-16840-1
摘要Although acupuncture has been extensively and routinely applied in clinic around the world, its use is conventionally based on empirical knowledge rather than scientific evidence. In this paper, we investigate the surface electromyographic (sEMG) activity on the face of patients with facial paralysis to validate the effectiveness of acupuncture. sEMG decomposition method is employed to quantify of the differences between the healthy and diseased sides, which includes 2 parts: to decompose sEMG into motor units action potential trains (MUAPTs) with Gaussian Mixture Model (GMM); to assess the recovery of patients with facial paralysis according to the differences between the MUAPTs of healthy and diseased sides. Finally, an auto-regression model is used to predict the recovery trends. Results indicate that the proposed method can assess the effectiveness of acupuncture on facial paralysis and achieve a high accuracy of 90.94% to predict the recovery trends. © Springer International Publishing Switzerland 2015.
语种英语
引用统计
文献类型会议论文
条目标识符http://ir.sia.cn/handle/173321/17114
专题机器人学研究室
作者单位1.State Key Laboratory of Robotics, Shenyang Institute of Automation (SIA), Chinese Academy of Sciences (CAS), Shenyang, Liaoning, 110016, China
2.University of Chinese Academy of Sciences (CAS), Beijing, 100049, China
3.Department of Aerospace Engineering, Ryerson University, Toronto, Canada
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GB/T 7714
Xiong AB,Zhao XG,Han JD,et al. Assessment of the effectiveness of acupuncture on facial paralysis based on sEMG decomposition[C]. Berlin:Springer Verlag,2014:705-717.
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