Two-Source Validation of Progressive FastICA Peel-Off for Automatic Surface EMG Decomposition in Human First Dorsal Interosseous Muscle
被引:46
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作者:
Chen, Maoqi
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机构:
Univ Sci & Technol China, Biomed Engn Program, Hefei, Anhui, Peoples R China
Guangdong Work Injury Rehabil Ctr, Guangzhou, Guangdong, Peoples R China
Univ Texas Hlth Sci Ctr Houston, Dept Phys Med & Rehabil, Houston, TX 77030 USA
TIRR Mem Hermann Hosp, Houston, TX USAUniv Sci & Technol China, Biomed Engn Program, Hefei, Anhui, Peoples R China
Chen, Maoqi
[1
,2
,3
,4
]
Zhang, Xu
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机构:
Univ Sci & Technol China, Biomed Engn Program, Hefei, Anhui, Peoples R ChinaUniv Sci & Technol China, Biomed Engn Program, Hefei, Anhui, Peoples R China
Zhang, Xu
[1
]
Lu, Zhiyuan
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机构:
Univ Texas Hlth Sci Ctr Houston, Dept Phys Med & Rehabil, Houston, TX 77030 USA
TIRR Mem Hermann Hosp, Houston, TX USAUniv Sci & Technol China, Biomed Engn Program, Hefei, Anhui, Peoples R China
Lu, Zhiyuan
[3
,4
]
Li, Xiaoyan
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机构:
Univ Texas Hlth Sci Ctr Houston, Dept Phys Med & Rehabil, Houston, TX 77030 USA
TIRR Mem Hermann Hosp, Houston, TX USAUniv Sci & Technol China, Biomed Engn Program, Hefei, Anhui, Peoples R China
Li, Xiaoyan
[3
,4
]
Zhou, Ping
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h-index: 0
机构:
Guangdong Work Injury Rehabil Ctr, Guangzhou, Guangdong, Peoples R China
Univ Texas Hlth Sci Ctr Houston, Dept Phys Med & Rehabil, Houston, TX 77030 USA
TIRR Mem Hermann Hosp, Houston, TX USAUniv Sci & Technol China, Biomed Engn Program, Hefei, Anhui, Peoples R China
Zhou, Ping
[2
,3
,4
]
机构:
[1] Univ Sci & Technol China, Biomed Engn Program, Hefei, Anhui, Peoples R China
[2] Guangdong Work Injury Rehabil Ctr, Guangzhou, Guangdong, Peoples R China
[3] Univ Texas Hlth Sci Ctr Houston, Dept Phys Med & Rehabil, Houston, TX 77030 USA
This study aims to assess the accuracy of a novel high density surface electromyogram (SEMG) decomposition method, namely automatic progressive FastICA peel-off (APFP), for automatic decomposition of experimental electrode array SEMG signals. A two-source method was performed by simultaneous concentric needle EMG and electrode array SEMG recordings from the human first dorsal interosseous (FDI) muscle, using a protocol commonly applied in clinical EMG examination. The electrode array SEMG was automatically decomposed by the APFP while the motor unit action potential (MUAP) trains were also independently identified from the concentric needle EMG. The degree of agreement of the common motor unit (MU) discharge timings decomposed from the two different categories of EMG signals was assessed. A total of 861 and 217 MUs were identified from the 114 trials of simultaneous high density SEMG and concentric needle EMG recordings, respectively. Among them 168 common (MUs) were found with a high average matching rate of (96.81 +/- 3.65)% for the discharge timings. The outcomes of this study show that the APFP can reliably decompose at least a subset of MUs in the high density SEMG signals recorded from the human FDI muscle during low contraction levels using a protocol analog to clinical EMG examination.
机构:
Univ Sci & Technol China, Biomed Engn Program, Hefei 230027, Anhui, Peoples R China
Guangdong Work Injury Rehabil Ctr, Guangzhou 510440, Guangdong, Peoples R China
Univ Texas Hlth Sci Ctr Houston, Dept Phys Med & Rehabil, Houston, TX 77030 USAUniv Sci & Technol China, Biomed Engn Program, Hefei 230027, Anhui, Peoples R China
Chen, Maoqi
Zhang, Xu
论文数: 0引用数: 0
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机构:
Univ Sci & Technol China, Biomed Engn Program, Hefei 230027, Anhui, Peoples R ChinaUniv Sci & Technol China, Biomed Engn Program, Hefei 230027, Anhui, Peoples R China
Zhang, Xu
Chen, Xiang
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Univ Sci & Technol China, Biomed Engn Program, Hefei 230027, Anhui, Peoples R ChinaUniv Sci & Technol China, Biomed Engn Program, Hefei 230027, Anhui, Peoples R China
Chen, Xiang
Zhou, Ping
论文数: 0引用数: 0
h-index: 0
机构:
Guangdong Work Injury Rehabil Ctr, Guangzhou 510440, Guangdong, Peoples R China
Univ Texas Hlth Sci Ctr Houston, Dept Phys Med & Rehabil, Houston, TX 77030 USA
TIRR Mem Hermann Res Ctr, Houston, TX 77030 USAUniv Sci & Technol China, Biomed Engn Program, Hefei 230027, Anhui, Peoples R China
机构:
Guangdong Work Injury Rehabil Ctr, Guangzhou 510440, Guangdong, Peoples R China
Univ Texas Hlth Sci Ctr Houston, Dept Phys Med & Rehabil, Houston, TX 77030 USA
TIRR Mem Hermann Res Ctr, Houston, TX 77030 USAGuangdong Work Injury Rehabil Ctr, Guangzhou 510440, Guangdong, Peoples R China
Chen, Maoqi
Zhang, Xu
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sci & Technol China, Biomed Engn Program, Hefei 230027, Anhui, Peoples R ChinaGuangdong Work Injury Rehabil Ctr, Guangzhou 510440, Guangdong, Peoples R China
Zhang, Xu
Zhou, Ping
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas Hlth Sci Ctr Houston, Dept Phys Med & Rehabil, Houston, TX 77030 USA
TIRR Mem Hermann Res Ctr, Houston, TX 77030 USAGuangdong Work Injury Rehabil Ctr, Guangzhou 510440, Guangdong, Peoples R China
机构:
Univ Sci & Technol China, Biomed Engn Program, Hefei, Peoples R China
Guangdong Work Injury Rehabil Ctr, Guangzhou, Guangdong, Peoples R ChinaUniv Sci & Technol China, Biomed Engn Program, Hefei, Peoples R China
Chen, Maoqi
Holobar, Ales
论文数: 0引用数: 0
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机构:
Univ Maribor, Fac Elect Engn & Comp Sci, Maribor, SloveniaUniv Sci & Technol China, Biomed Engn Program, Hefei, Peoples R China
Holobar, Ales
Zhang, Xu
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sci & Technol China, Biomed Engn Program, Hefei, Peoples R ChinaUniv Sci & Technol China, Biomed Engn Program, Hefei, Peoples R China
Zhang, Xu
Zhou, Ping
论文数: 0引用数: 0
h-index: 0
机构:
Guangdong Work Injury Rehabil Ctr, Guangzhou, Guangdong, Peoples R China
Univ Texas Hlth Sci Ctr Houston, Dept Phys Med & Rehabil, Houston, TX 77030 USA
TIRR Mem Hermann Res Ctr, Houston, TX USAUniv Sci & Technol China, Biomed Engn Program, Hefei, Peoples R China