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Volumn 13, Issue 2, 2016, Pages

Multi-channel intramuscular and surface EMG decomposition by convolutive blind source separation

Author keywords

blind source separation; decomposition; EMG; motor neuron; motor unit

Indexed keywords

BLIND SOURCE SEPARATION; DECOMPOSITION; ELECTRIC DISCHARGES; ELECTRODES; ELECTROPHYSIOLOGY; ITERATIVE METHODS; MUSCLE; NEURONS;

EID: 84963812040     PISSN: 17412560     EISSN: 17412552     Source Type: Journal    
DOI: 10.1088/1741-2560/13/2/026027     Document Type: Article
Times cited : (393)

References (55)
  • 1
    • 84944496275 scopus 로고
    • The discharge of impulses in motor nerve fibres
    • Adrian E D and Bronk D W 1929 The discharge of impulses in motor nerve fibres The Journal of Physiology 67 9-151
    • (1929) The Journal of Physiology , vol.67 , pp. 9-151
    • Adrian, E.D.1    Bronk, D.W.2
  • 3
    • 0031078854 scopus 로고    scopus 로고
    • A blind source separation technique using second-order statistics Signal Processing
    • Belouchrani A, Abed-Meraim K, Cardoso J-F and Moulines E 1997 A blind source separation technique using second-order statistics Signal Processing, IEEE Transactions on 45 434-44
    • (1997) IEEE Transactions on , vol.45 , pp. 434-444
    • Belouchrani, A.1    Abed-Meraim, K.2    Cardoso, J.-F.3    Moulines, E.4
  • 4
    • 0032204239 scopus 로고    scopus 로고
    • Blind source separation based on time-frequency signal representations Signal Processing
    • Belouchrani A and Amin M G 1998 Blind source separation based on time-frequency signal representations Signal Processing, IEEE Transactions on 46 2888-97
    • (1998) IEEE Transactions on , vol.46 , pp. 2888-2897
    • Belouchrani, A.1    Amin, M.G.2
  • 5
    • 85014725528 scopus 로고    scopus 로고
    • A Novel Framework Based on FastICA for High Density Surface EMG Decomposition
    • Chen M and Zhou P 2016 A Novel Framework Based on FastICA for High Density Surface EMG DecompositionIEEE Trans. Neural Systems and Rehabilitation Eng. 24 117-27
    • (2016) IEEE Trans. Neural Systems and Rehabilitation Eng. , vol.24 , pp. 117-127
    • Chen, M.1    Zhou, P.2
  • 7
    • 84963794845 scopus 로고    scopus 로고
    • Clarification of methods used to validate surface EMG
    • De Luca C J, Nawab S H and Kline J C 2015 Clarification of methods used to validate surface EMG J. Appl. Physiol. 118 1085
    • (2015) J. Appl. Physiol. , vol.118 , pp. 1085
    • De Luca, C.J.1    Nawab, S.H.2    Kline, J.C.3
  • 8
    • 84862563467 scopus 로고    scopus 로고
    • Motor unit recruitment strategies and muscle properties determine the influence of synaptic noise on force steadiness
    • Dideriksen J L, Negro F, Enoka R M and Farina D 2012 Motor unit recruitment strategies and muscle properties determine the influence of synaptic noise on force steadiness J. Neurophysiology 107 3357-69
    • (2012) J. Neurophysiology , vol.107 , pp. 3357-3369
    • Dideriksen, J.L.1    Negro, F.2    Enoka, R.M.3    Farina, D.4
  • 10
    • 79951817494 scopus 로고    scopus 로고
    • Surface EMG decomposition requires an appropriate validation
    • Farina D and Enoka R M 2011 Surface EMG decomposition requires an appropriate validation J. Neurophysiology 105 981-2
    • (2011) J. Neurophysiology , vol.105 , pp. 981-982
    • Farina, D.1    Enoka, R.M.2
  • 11
    • 85032750855 scopus 로고    scopus 로고
    • Human-Machine interfacing by decoding the surface electromyogram [life sciences]
    • IEEE
    • Farina D and Holobar A 2015 Human-Machine interfacing by decoding the surface electromyogram [life sciences] Signal Processing Magazine, IEEE 32 115-20
    • (2015) Signal Processing Magazine , vol.32 , pp. 115-120
    • Farina, D.1    Holobar, A.2
  • 12
    • 84904310636 scopus 로고    scopus 로고
    • The extraction of neural strategies from the surface EMG: An update
    • Farina D, Merletti R and Enoka R M 2014 The extraction of neural strategies from the surface EMG: an update J. Appl. Physiol. 117 1215-30
    • (2014) J. Appl. Physiol. , vol.117 , pp. 1215-1230
    • Farina, D.1    Merletti, R.2    Enoka, R.M.3
  • 13
    • 84928350920 scopus 로고    scopus 로고
    • Reply to de Luca, Nawab, and Kline: The proposed method to validate surface EMG signal decomposition remains problematic
    • Farina D, Merletti R and Enoka R M 2015 Reply to De Luca, Nawab, and Kline: the proposed method to validate surface EMG signal decomposition remains problematic J. Appl. Physiol. 118 1085-85
    • (2015) J. Appl. Physiol. , vol.118 , pp. 1085-1185
    • Farina, D.1    Merletti, R.2    Enoka, R.M.3
  • 14
    • 84920264650 scopus 로고    scopus 로고
    • Common synaptic input to motor neurons, motor unit synchronization, and force control
    • Farina D and Negro F 2015 Common synaptic input to motor neurons, motor unit synchronization, and force control Exercise and Sport Sciences Reviews 43 23-33
    • (2015) Exercise and Sport Sciences Reviews , vol.43 , pp. 23-33
    • Farina, D.1    Negro, F.2
  • 15
    • 56249109126 scopus 로고    scopus 로고
    • Detecting the unique representation of motor-unit action potentials in the surface electromyogram
    • Farina D, Negro F, Gazzoni M and Enoka R M 2008a Detecting the unique representation of motor-unit action potentials in the surface electromyogram J. Neurophysiology 100 1223-33
    • (2008) J. Neurophysiology , vol.100 , pp. 1223-1233
    • Farina, D.1    Negro, F.2    Gazzoni, M.3    Enoka, R.M.4
  • 16
    • 41549145229 scopus 로고    scopus 로고
    • Multichannel thin-film electrode for intramuscular electromyographic recordings
    • Farina D, Yoshida K, Stieglitz T and Koch K P 2008b Multichannel thin-film electrode for intramuscular electromyographic recordings J. Appl. Physiol. 104 821-7
    • (2008) J. Appl. Physiol. , vol.104 , pp. 821-827
    • Farina, D.1    Yoshida, K.2    Stieglitz, T.3    Koch, K.P.4
  • 18
    • 33646364829 scopus 로고    scopus 로고
    • Automated decomposition of intramuscular electromyographic signals Biomedical Engineering
    • Florestal J R, Mathieu P A and Malanda A 2006 Automated decomposition of intramuscular electromyographic signals Biomedical Engineering, IEEE Transactions on 53 832-9
    • (2006) IEEE Transactions on , vol.53 , pp. 832-839
    • Florestal, J.R.1    Mathieu, P.A.2    Malanda, A.3
  • 19
    • 36349031892 scopus 로고    scopus 로고
    • A genetic algorithm for the resolution of superimposed motor unit action potentials Biomedical Engineering
    • Florestal J R, Mathieu P A and Plamondon R 2007 A genetic algorithm for the resolution of superimposed motor unit action potentials Biomedical Engineering, IEEE Transactions on 54 2163-71
    • (2007) IEEE Transactions on , vol.54 , pp. 2163-2171
    • Florestal, J.R.1    Mathieu, P.A.2    Plamondon, R.3
  • 20
    • 77649153805 scopus 로고    scopus 로고
    • Unsupervised Bayesian decomposition of multiunit EMG recordings using Tabu search Biomedical Engineering
    • Ge D, Le Carpentier E and Farina D 2010 Unsupervised Bayesian decomposition of multiunit EMG recordings using Tabu search Biomedical Engineering, IEEE Transactions on 57 561-71
    • (2010) IEEE Transactions on , vol.57 , pp. 561-571
    • Ge, D.1    Le Carpentier, E.2    Farina, D.3
  • 21
    • 79958724201 scopus 로고    scopus 로고
    • Spike sorting by stochastic simulation Neural Systems and Rehabilitation Engineering
    • Ge D, Le Carpentier E, Idier J and Farina D 2011 Spike sorting by stochastic simulation Neural Systems and Rehabilitation Engineering, IEEE Transactions on 19 249-59
    • (2011) IEEE Transactions on , vol.19 , pp. 249-259
    • Ge, D.1    Le Carpentier, E.2    Idier, J.3    Farina, D.4
  • 24
    • 84907079268 scopus 로고    scopus 로고
    • Blind source identification from the multichannel surface electromyogram
    • Holobar A and Farina D 2014 Blind source identification from the multichannel surface electromyogram Physiol. Meas. 35 R143
    • (2014) Physiol. Meas. , vol.35 , pp. R143
    • Holobar, A.1    Farina, D.2
  • 26
  • 27
    • 84892774757 scopus 로고    scopus 로고
    • Accurate identification of motor unit discharge patterns from high-density surface EMG and validation with a novel signal-based performance metric
    • Holobar A, Minetto M and Farina D 2014 Accurate identification of motor unit discharge patterns from high-density surface EMG and validation with a novel signal-based performance metric Journal of Neural Engineering 11 016008
    • (2014) Journal of Neural Engineering , vol.11 , pp. 016008
    • Holobar, A.1    Minetto, M.2    Farina, D.3
  • 28
    • 77953265473 scopus 로고    scopus 로고
    • Experimental analysis of accuracy in the identification of motor unit spike trains from high-density surface EMG Neural Systems and Rehabilitation Engineering
    • Holobar A, Minetto M A, Botter A, Negro F and Farina D 2010 Experimental analysis of accuracy in the identification of motor unit spike trains from high-density surface EMG Neural Systems and Rehabilitation Engineering, IEEE Transactions on 18 221-9
    • (2010) IEEE Transactions on , vol.18 , pp. 221-229
    • Holobar, A.1    Minetto, M.A.2    Botter, A.3    Negro, F.4    Farina, D.5
  • 29
    • 38149110544 scopus 로고    scopus 로고
    • Gradient convolution kernel compensation applied to surface electromyograms
    • (Springer)
    • Holobar A and Zazula D 2007a Gradient convolution kernel compensation applied to surface electromyograms Independent Component Analysis and Signal Separation (Springer) p 617-24
    • (2007) Independent Component Analysis and Signal Separation , pp. 617-624
    • Holobar, A.1    Zazula, D.2
  • 30
    • 34548209265 scopus 로고    scopus 로고
    • Multichannel blind source separation using convolution kernel compensation Signal Processing
    • Holobar A and Zazula D 2007b Multichannel blind source separation using convolution kernel compensation Signal Processing, IEEE Transactions on 55 4487-96
    • (2007) IEEE Transactions on , vol.55 , pp. 4487-4496
    • Holobar, A.1    Zazula, D.2
  • 31
    • 84897491954 scopus 로고    scopus 로고
    • Accuracy assessment of a surface electromyogram decomposition system in human first dorsal interosseus muscle
    • Hu X, Rymer W Z and Suresh N L 2014 Accuracy assessment of a surface electromyogram decomposition system in human first dorsal interosseus muscle J. Neural Eng. 11 026007
    • (2014) J. Neural Eng. , vol.11 , pp. 026007
    • Hu, X.1    Rymer, W.Z.2    Suresh, N.L.3
  • 32
    • 0032629347 scopus 로고    scopus 로고
    • Fast and robust fixed-point algorithms for independent component analysis Neural Networks
    • Hyvarinen A 1999 Fast and robust fixed-point algorithms for independent component analysis Neural Networks, IEEE Transactions on 10 626-34
    • (1999) IEEE Transactions on , vol.10 , pp. 626-634
    • Hyvarinen, A.1
  • 33
    • 0346307721 scopus 로고    scopus 로고
    • A fast fixed-point algorithm for independent component analysis
    • Hyvarinen A and Oja E 1997 A fast fixed-point algorithm for independent component analysis Neural Comput. 9 1483-92
    • (1997) Neural Comput. , vol.9 , pp. 1483-1492
    • Hyvarinen, A.1    Oja, E.2
  • 34
    • 0042826822 scopus 로고    scopus 로고
    • Independent component analysis: Algorithms and applications
    • Hyvarinen A and Oja E 2000 Independent component analysis: algorithms and applications Neural Netw. 13 411-30
    • (2000) Neural Netw. , vol.13 , pp. 411-430
    • Hyvarinen, A.1    Oja, E.2
  • 35
    • 84915818740 scopus 로고    scopus 로고
    • Error reduction in EMG signal decomposition
    • Kline J C and De Luca C J 2014 Error reduction in EMG signal decomposition J. Neurophysiology 112 2718-28
    • (2014) J. Neurophysiology , vol.112 , pp. 2718-2728
    • Kline, J.C.1    De Luca, C.J.2
  • 36
    • 84929456527 scopus 로고    scopus 로고
    • Internal muscle activity imaging from multi-channel surface EMG recordings: A validation study Engineering in Medicine and Biology Society (EMBC)
    • (IEEE)
    • Liu Y, Ning Y, He J, Li S, Zhou P and Zhang Y 2014 Internal muscle activity imaging from multi-channel surface EMG recordings: a validation study Engineering in Medicine and Biology Society (EMBC), 2014 36th Annual Int. Conf. of the IEEE (IEEE) p 3559-61
    • (2014) 2014 36th Annual Int. Conf. of the IEEE , pp. 3559-3561
    • Liu, Y.1    Ning, Y.2    He, J.3    Li, S.4    Zhou, P.5    Zhang, Y.6
  • 37
    • 0021141021 scopus 로고
    • A technique for the detection, decomposition and analysis of the EMG signal
    • Mambrito B and De Luca C J 1984 A technique for the detection, decomposition and analysis of the EMG signal Electroencephalogr. Clin. Neurophysiol. 58 175-88
    • (1984) Electroencephalogr. Clin. Neurophysiol. , vol.58 , pp. 175-188
    • Mambrito, B.1    De Luca, C.J.2
  • 39
    • 81855221518 scopus 로고    scopus 로고
    • Robust decomposition of single-channel intramuscular EMG signals at low force levels
    • Marateb H R, Muceli S, McGill K C, Merletti R and Farina D 2011b Robust decomposition of single-channel intramuscular EMG signals at low force levels J. Neural Eng. 8 066015
    • (2011) J. Neural Eng. , vol.8 , pp. 066015
    • Marateb, H.R.1    Muceli, S.2    McGill, K.C.3    Merletti, R.4    Farina, D.5
  • 41
    • 79951608229 scopus 로고    scopus 로고
    • Rigorous a posteriori assessment of accuracy in EMG decomposition Neural Systems and Rehabilitation Engineering
    • McGill K C and Marateb H R 2011 Rigorous a posteriori assessment of accuracy in EMG decomposition Neural Systems and Rehabilitation Engineering, IEEE Transactions on 19 54-63
    • (2011) IEEE Transactions on , vol.19 , pp. 54-63
    • McGill, K.C.1    Marateb, H.R.2
  • 42
    • 65849086751 scopus 로고    scopus 로고
    • Analysis of intramuscular electromyogram signals Philosophical Transactions of the Royal Society A: Mathematical
    • Merletti R and Farina D 2009 Analysis of intramuscular electromyogram signals Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences 367 357-68
    • (2009) Physical and Engineering Sciences , vol.367 , pp. 357-368
    • Merletti, R.1    Farina, D.2
  • 46
    • 84940470007 scopus 로고    scopus 로고
    • Accurate and representative decoding of the neural drive to muscles in humans with multi-channel intramuscular thin-film electrodes
    • Muceli S, Poppendieck W, Negro F, Yoshida K, Hoffmann K P, Butler J E, Gandevia S C and Farina D 2015 Accurate and representative decoding of the neural drive to muscles in humans with multi-channel intramuscular thin-film electrodes J. Physiology 593 3789-804
    • (2015) J. Physiology , vol.593 , pp. 3789-3804
    • Muceli, S.1    Poppendieck, W.2    Negro, F.3    Yoshida, K.4    Hoffmann, K.P.5    Butler, J.E.6    Gandevia, S.C.7    Farina, D.8
  • 48
    • 84866639554 scopus 로고    scopus 로고
    • Factors influencing the estimates of correlation between motor unit activities in humans
    • Negro F and Farina D 2012 Factors influencing the estimates of correlation between motor unit activities in humans PLoS One 7 e44894
    • (2012) PLoS One , vol.7 , pp. e44894
    • Negro, F.1    Farina, D.2
  • 49
    • 79251580974 scopus 로고    scopus 로고
    • Linear transmission of cortical oscillations to the neural drive to muscles is mediated by common projections to populations of motoneurons in humans
    • Negro F and Farina D 2011 Linear transmission of cortical oscillations to the neural drive to muscles is mediated by common projections to populations of motoneurons in humans J. Physiology 589 629-37
    • (2011) J. Physiology , vol.589 , pp. 629-637
    • Negro, F.1    Farina, D.2
  • 50
    • 72549114177 scopus 로고    scopus 로고
    • Fluctuations in isometric muscle force can be described by one linear projection of lowfrequency components of motor unit discharge rates
    • Negro F, Holobar A and Farina D 2009 Fluctuations in isometric muscle force can be described by one linear projection of lowfrequency components of motor unit discharge rates J. Physiology 587 5925-38
    • (2009) J. Physiology , vol.587 , pp. 5925-5938
    • Negro, F.1    Holobar, A.2    Farina, D.3
  • 51
    • 84924546278 scopus 로고    scopus 로고
    • Surface EMG Decomposition based on K-means clustering and Convolution Kernel Compensation
    • Ning Y, Zhu X, Zhu S and Zhang Y 2015 Surface EMG Decomposition based on K-means clustering and Convolution Kernel Compensation IEEE J. Biomed Health Inform 19 471-7
    • (2015) IEEE J. Biomed Health Inform , vol.19 , pp. 471-477
    • Ning, Y.1    Zhu, X.2    Zhu, S.3    Zhang, Y.4
  • 52
    • 78349262982 scopus 로고    scopus 로고
    • The deflation-based FastICA estimator: Statistical analysis revisited Signal Processing
    • Ollila E 2010 The deflation-based FastICA estimator: statistical analysis revisited Signal Processing, IEEE Transactions on 58 1527-41
    • (2010) IEEE Transactions on , vol.58 , pp. 1527-1541
    • Ollila, E.1
  • 53
    • 0025107057 scopus 로고
    • A comparison of human thenar motor-unit properties studied by intraneural motor-axon stimulation and spike-triggered averaging
    • Thomas C, Bigland-Ritchie B, Westling G and Johansson R 1990 A comparison of human thenar motor-unit properties studied by intraneural motor-axon stimulation and spike-triggered averaging J. Neurophysiology 64 1347-51
    • (1990) J. Neurophysiology , vol.64 , pp. 1347-1351
    • Thomas, C.1    Bigland-Ritchie, B.2    Westling, G.3    Johansson, R.4


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