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Volumn 12, Issue 8, 2012, Pages 2188-2198

Classification of EMG signals using combined features and soft computing techniques

Author keywords

Adaptive neuro fuzzy inference system (ANFIS); Discrete Wavelet Transform (DWT); Dynamic Fuzzy Neural Network (DFNN); Electromyography (EMG); Motor unit action potentials (MUPs)

Indexed keywords

ADAPTIVE NEURO-FUZZY INFERENCE SYSTEM; COMBINED FEATURES; COMPARATIVE ANALYSIS; DYNAMIC FUZZY NEURAL NETWORKS(D-FNN); ELECTROMYOGRAPHIC SIGNAL; EMG SIGNAL; FEATURE EXTRACTION METHODS; FREQUENCY DOMAINS; MOTOR UNIT ACTION POTENTIALS; MULTILAYER PERCEPTRON NEURAL NETWORKS; NEUROMUSCULAR DISORDERS; RECOGNITION RATES; SOFTCOMPUTING TECHNIQUES; TIME DOMAIN;

EID: 84861850248     PISSN: 15684946     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.asoc.2012.03.035     Document Type: Article
Times cited : (174)

References (70)
  • 1
    • 0033971109 scopus 로고    scopus 로고
    • The utility of interference pattern analysis
    • DOI 10.1002/(SICI)1097-4598(200001)23:1<18::AID-MUS4>3.0.CO;2-B
    • A. Fuglsang-Frederiksen The utility of interference pattern analysis Muscle and Nerve January 2000 18 36 (Pubitemid 30013860)
    • (2000) Muscle and Nerve , vol.23 , Issue.1 , pp. 18-36
    • Fuglsang-Frederiksen, A.1
  • 3
    • 0033388575 scopus 로고    scopus 로고
    • Pitfalls in electrodiagnosis
    • DOI 10.1007/s004150050529
    • C. Krarup Pitfalls in electrodiagnosis Journal of Neurophysiology 81 1999 1115 1126 (Pubitemid 30021234)
    • (1999) Journal of Neurology , vol.246 , Issue.12 , pp. 1115-1126
    • Krarup, C.1
  • 4
    • 0036086917 scopus 로고    scopus 로고
    • Optimal resolution of superimposed action potentials
    • DOI 10.1109/TBME.2002.1010847, PII S0018929402057713
    • K.C. McGill Optimal resolution of superimposed action potentials IEEE Transactions on Bio-medical Engineering 49 2002 640 650 (Pubitemid 34651457)
    • (2002) IEEE Transactions on Biomedical Engineering , vol.49 , Issue.7 , pp. 640-650
    • McGill, K.C.1
  • 7
    • 0023022674 scopus 로고
    • Power spectrum and turns analysis of EMG at different voluntary efforts in normal subjects
    • DOI 10.1016/0013-4694(86)90191-4
    • H. Christensen, and A. Fuglsang-Frederiksen Power spectrum and turns analysis of the EMG at different voluntary efforts in normal subjects Electroencephalography and Clinical Neurophysiology 64 1986 528 535 (Pubitemid 17181936)
    • (1986) Electroencephalography and Clinical Neurophysiology , vol.64 , Issue.6 , pp. 528-535
    • Christensen, H.1    Fuglsang-Frederiksen, A.2
  • 11
    • 0032961595 scopus 로고    scopus 로고
    • Unsupervided pattern recognition for the classification of EMG signals
    • DOI 10.1109/10.740879
    • C.I. Christodoulou, and C.S. Pattichis Unsupervided pattern recognition for the classification of EMG signals IEEE Transactions on Bio-medical Engineering 46 2 1999 169 178 (Pubitemid 29058922)
    • (1999) IEEE Transactions on Biomedical Engineering , vol.46 , Issue.2 , pp. 169-178
    • Christodoulou, C.I.1    Pattichis, C.S.2
  • 12
    • 0026954583 scopus 로고
    • New signal processing techniques for the decomposition of EMG signals
    • DOI 10.1007/BF02446790
    • G.H. Loudon, N.B. Jones, and A.S. Sehmi New signal processing techniques for the decomposition of EMG signals Medical & Biological Engineering & Computing November 1992 591 599 (Pubitemid 23009083)
    • (1992) Medical and Biological Engineering and Computing , vol.30 , Issue.6 , pp. 591-599
    • Loudon, G.H.1    Jones, N.B.2    Sehmi, A.S.3
  • 13
    • 0032711174 scopus 로고    scopus 로고
    • Time-scale analysis of motor unit action potentials
    • DOI 10.1109/10.797992, PII S0018929499076417
    • C.S. Pattichis, and M.S. Pattichis Time-scale analysis of motor unit action potentials IEEE Transactions on Bio-medical Engineering 46 11 1999 1320 1329 (Pubitemid 29501549)
    • (1999) IEEE Transactions on Biomedical Engineering , vol.46 , Issue.11 , pp. 1320-1329
    • Pattichis, C.S.1    Pattichis, M.S.2
  • 14
    • 0032744849 scopus 로고    scopus 로고
    • Autoregressive and cepstral analyses of motor unit action potentials
    • DOI 10.1016/S1350-4533(99)00072-7, PII S1350453399000727
    • C.S. Pattichis, and A.G. Elia Autoregressive cepstral analyses of motor unit action potentials Medical Engineering & Physics 21 1999 405 419 (Pubitemid 29537718)
    • (1999) Medical Engineering and Physics , vol.21 , Issue.6-7 , pp. 405-419
    • Pattichis, C.S.1    Elia, A.G.2
  • 16
    • 0027996767 scopus 로고
    • NNERVE: Neural network extraction of repetitive vectors for electromyography - Part I: Algorithm
    • DOI 10.1109/10.335842
    • M.H. Hassoun, C. Wang, and A.R. Spitzer NNERVE. Neural network extraction of repetitive vectors for electromyography - Part I: algorithm IEEE Transactions on Bio-medical Engineering 41 1994 1039 1052 (Pubitemid 24328333)
    • (1994) IEEE Transactions on Biomedical Engineering , vol.41 , Issue.11 , pp. 1039-1052
    • Hassoun, M.H.1    Wang, C.2    Spitzer, A.R.3
  • 17
    • 0028079951 scopus 로고
    • NNERVE: Neural network extraction of repetitive vectors for electromyography - Part II: Performance analysis
    • DOI 10.1109/10.335843
    • M.H. Hassoun, C. Wang, and A.R. Spitzer NNERVE. Neural network extraction of repetitive vectors for electromyography - Part II: performance analysis IEEE Transactions on Bio-medical Engineering 41 1994 1053 1061 (Pubitemid 24328334)
    • (1994) IEEE Transactions on Biomedical Engineering , vol.41 , Issue.11 , pp. 1053-1061
    • Hassoun, M.H.1    Wang, C.2    Spitzer, A.R.3
  • 18
    • 26844512219 scopus 로고    scopus 로고
    • Application of a neuro-fuzzy network for gait event detection using electromyography in the child with cerebral palsy
    • DOI 10.1109/TBME.2005.851527
    • R.T. Lauer, B.T. Smith, and R.R. Betz Application of a neuro-fuzzy network for gait event detection using electromyography in the child with cerebral palsy IEEE Transactions on Bio-medical Engineering 52 9 2005 1532 1540 (Pubitemid 41462183)
    • (2005) IEEE Transactions on Biomedical Engineering , vol.52 , Issue.9 , pp. 1532-1540
    • Lauer, R.T.1    Smith, B.T.2    Betz, R.R.3
  • 19
    • 0036880174 scopus 로고    scopus 로고
    • Intention detection using a neuro-fuzzy EMG classifier
    • DOI 10.1109/MEMB.2002.1175148
    • S.E. Hussein, and M.H. Granat Intention detection using a neuro-fuzzy EMG classifier IEEE Engineering in Medicine and Biology November/December 2002 123 129 (Pubitemid 36215915)
    • (2002) IEEE Engineering in Medicine and Biology Magazine , vol.21 , Issue.6 , pp. 123-129
    • Hussein, S.E.1    Granat, M.H.2
  • 20
    • 0035088706 scopus 로고    scopus 로고
    • A wavelet-based continuous classification scheme for multifunction myoelectric control
    • DOI 10.1109/10.914793, PII S0018929401015701
    • K. Englehart, B. Hudgins, and P.A. Parker A wavelet-based continuous classification scheme for multifunction myoelectric control IEEE Transactions on Bio-medical Engineering 48 3 2001 302 311 (Pubitemid 32249578)
    • (2001) IEEE Transactions on Biomedical Engineering , vol.48 , Issue.3 , pp. 302-311
    • Englehart, K.1    Hudgins, B.2    Parker, P.A.3
  • 21
    • 33747156423 scopus 로고    scopus 로고
    • Classification of EMG signals using wavelet neural network
    • DOI 10.1016/j.jneumeth.2006.03.004, PII S0165027006001440
    • A. Subasi, M. Yilmaz, and H.R. Ozcalik Classification of EMG signals using wavelet neural network Journal of Neuroscience Methods 156 2006 360 367 (Pubitemid 44233682)
    • (2006) Journal of Neuroscience Methods , vol.156 , Issue.1-2 , pp. 360-367
    • Subasi, A.1    Yilmaz, M.2    Ozcalik, H.R.3
  • 25
    • 0027544110 scopus 로고
    • A fuzzy-logic based approach to qualitative modeling
    • M. Sugeno, and T. Yasukawa A fuzzy-logic based approach to qualitative modeling IEEE Transactions on Fuzzy Systems 1 1 1993 7 31
    • (1993) IEEE Transactions on Fuzzy Systems , vol.1 , Issue.1 , pp. 7-31
    • Sugeno, M.1    Yasukawa, T.2
  • 27
    • 0032960792 scopus 로고    scopus 로고
    • Obtaining interpretable fuzzy classification rules from medical data
    • DOI 10.1016/S0933-3657(98)00070-0, PII S0933365798000700
    • D. Nauck, and R. Kruse Obtaining interpretable fuzzy classification rules from medical data Artificial Intelligence in Medicine 16 1999 149 169 (Pubitemid 29236497)
    • (1999) Artificial Intelligence in Medicine , vol.16 , Issue.2 , pp. 149-169
    • Nauck, D.1    Kruse, R.2
  • 28
    • 33845386973 scopus 로고    scopus 로고
    • Application of adaptive neuro-fuzzy inference system for epileptic seizure detection using wavelet feature extraction
    • DOI 10.1016/j.compbiomed.2005.12.003, PII S0010482506000072
    • A. Subasi Application of adaptive neuro-fuzzy inference system for epileptic seizure detection using feature extraction Computers in Biology and Medicine 37 2007 227 244 (Pubitemid 44909087)
    • (2007) Computers in Biology and Medicine , vol.37 , Issue.2 , pp. 227-244
    • Subasi, A.1
  • 30
    • 33748148249 scopus 로고    scopus 로고
    • Time-frequency analysis of myoelectric signals during dynamic contractions: A comparative study
    • DOI 10.1109/10.821766, PII S0018929400008867
    • S. Karlsson, J. Yu, and M. Akay Time-frequency analysis of myoelectric signals during dynamic contractions: a comparative study IEEE Transactions on Bio-medical Engineering 47 2000 228 238 (Pubitemid 30091550)
    • (2000) IEEE Transactions on Biomedical Engineering , vol.47 , Issue.2 , pp. 228-238
    • Karlsson, S.1    Yu, J.2    Akay, M.3
  • 31
    • 0032984392 scopus 로고    scopus 로고
    • Enhancement of spectral analysis of myoelectric signals during static contractions using wavelet methods
    • DOI 10.1109/10.764944
    • S. Karlsson, J. Yu, and M. Akay Enhancement of spectral analysis of myoelectric signals during static contractions using wavelet methods IEEE Transactions on Bio-medical Engineering 46 1999 670 684 (Pubitemid 29245058)
    • (1999) IEEE Transactions on Biomedical Engineering , vol.46 , Issue.6 , pp. 670-684
    • Karlsson, S.1    Yu, J.2    Akay, M.3
  • 35
    • 0019636227 scopus 로고
    • Spectrum analysis - A modern perspective
    • S.M. Kay, and S.L. Marple Spectrum analysis - a modern perspective Proceedings of the IEEE 69 1981 1380 1419
    • (1981) Proceedings of the IEEE , vol.69 , pp. 1380-1419
    • Kay, S.M.1    Marple, S.L.2
  • 36
    • 0019559758 scopus 로고
    • Computer analysis of EEG signals with parametric models
    • A. Isaksson, A. Wennberg, and L.H. Zetterberg Computer analysis of EEG signals with 4 parametric models Proceedings of the IEEE 69 4 1981 451 461 (Pubitemid 11107668)
    • (1981) Proceedings of the IEEE , vol.69 , Issue.4 , pp. 451-461
    • Isaksson, A.1    Wennberg, A.2    Zetterberg, L.H.3
  • 37
    • 0016355478 scopus 로고
    • A new look at the statistical model identification
    • H. Akaike A new look at the statistical model identification IEEE Transactions on Automatic Control 19 1974 716 723
    • (1974) IEEE Transactions on Automatic Control , vol.19 , pp. 716-723
    • Akaike, H.1
  • 38
    • 0141626061 scopus 로고    scopus 로고
    • accessed at 28.08.11
    • R. Polikar, The Wavelet Tutorial, http://users.rowan.edu/∼polikar/ WAVELETS/WTtutorial.html (accessed at 28.08.11).
    • The Wavelet Tutorial
    • Polikar, R.1
  • 39
    • 0025482241 scopus 로고
    • Wavelet transform, time-frequency localization and signal analysis
    • DOI 10.1109/18.57199
    • I. Daubechies The wavelet transform, time-frequency localization and signal analysis IEEE Transactions on Information Theory 36 5 1990 961 1005 (Pubitemid 20738359)
    • (1990) IEEE Transactions on Information Theory , vol.36 , Issue.5 , pp. 961-1005
    • Daubechies Ingrid1
  • 40
    • 0000105814 scopus 로고
    • Introduction to the special issue on wavelet transforms and multiresolution signal analysis
    • I. Daubechies, S. Mallat, and A.S. Willsky Introduction to the special issue on wavelet transforms and multiresolution signal analysis IEEE Transactions on Information Theory 38 1992 529 532
    • (1992) IEEE Transactions on Information Theory , vol.38 , pp. 529-532
    • Daubechies, I.1    Mallat, S.2    Willsky, A.S.3
  • 41
    • 0026922952 scopus 로고
    • Wavelets and filter banks: Theory and design
    • DOI 10.1109/78.157221
    • M. Vetterli, and C. Herley Wavelets and filter banks: theory and design IEEE Transactions on Signal Processing 40 1992 2207 2232 (Pubitemid 23562498)
    • (1992) IEEE Transactions on Signal Processing , vol.40 , Issue.9 , pp. 2207-2232
    • Vetterli Martin1    Herley Cormac2
  • 42
    • 17844371713 scopus 로고    scopus 로고
    • Automatic recognition of alertness level from EEG by using neural network and wavelet coefficients
    • DOI 10.1016/j.eswa.2004.12.027, PII S0957417404001745
    • A. Subasi Automatic recognition of alertness level from EEG by using neural network and wavelet coefficients Expert Systems with Applications 28 2005 701 711 (Pubitemid 40583848)
    • (2005) Expert Systems with Applications , vol.28 , Issue.4 , pp. 701-711
    • Subasi, A.1
  • 43
    • 33751396389 scopus 로고    scopus 로고
    • EEG signal classification using wavelet feature extraction and a mixture of expert model
    • DOI 10.1016/j.eswa.2006.02.005, PII S0957417406000844
    • A. Subasi EEG signal classification using wavelet feature extraction and a mixture of expert model Expert Systems with Applications 32 2007 1084 1093 (Pubitemid 44821797)
    • (2007) Expert Systems with Applications , vol.32 , Issue.4 , pp. 1084-1093
    • Subasi, A.1
  • 44
    • 0031139676 scopus 로고    scopus 로고
    • Wavelet applications in medicine
    • M. Akay Wavelet applications in medicine IEEE Spectrum 34 5 1997 50 56
    • (1997) IEEE Spectrum , vol.34 , Issue.5 , pp. 50-56
    • Akay, M.1
  • 45
    • 22144480299 scopus 로고    scopus 로고
    • Epileptic seizure detection using dynamic wavelet network
    • DOI 10.1016/j.eswa.2005.04.007, PII S0957417405000606
    • A. Subasi Epileptic seizure detection using dynamic wavelet network Expert Systems with Applications 29 2005 343 355 (Pubitemid 40982998)
    • (2005) Expert Systems with Applications , vol.29 , Issue.2 , pp. 343-355
    • Subasi, A.1
  • 49
    • 23944494134 scopus 로고    scopus 로고
    • Classification of surface EMG signal using relative wavelet packet energy
    • DOI 10.1016/j.cmpb.2005.04.001, PII S0169260705000854
    • X. Hu, Z. Wang, and X. Ren Classification of surface EMG signal using relative wavelet packet energy Computer Methods and Programs in Biomedicine 79 2005 189 195 (Pubitemid 41196685)
    • (2005) Computer Methods and Programs in Biomedicine , vol.79 , Issue.3 , pp. 189-195
    • Hu, X.1    Wang, Z.2    Ren, X.3
  • 55
    • 0037117202 scopus 로고    scopus 로고
    • A fast learning algorithm for parsimonious fuzzy neural systems
    • DOI 10.1016/S0165-0114(01)00034-3, PII S0165011401000343
    • M.J. Er, and S. Wu A fast learning algorithm for parsimonious fuzzy neural systems Fuzzy Sets and Systems 126 2002 337 351 (Pubitemid 34154804)
    • (2002) Fuzzy Sets and Systems , vol.126 , Issue.3 , pp. 337-351
    • Er, M.J.1    Wu, S.2
  • 56
    • 0033692531 scopus 로고    scopus 로고
    • Dynamic fuzzy neural networks - A novel approach to function approximation
    • S. Wu, and M.J. Er Dynamic fuzzy neural networks - a novel approach to function approximation IEEE Transactions on Systems, Man, and Cybernetics B 30 2 2000 358 364
    • (2000) IEEE Transactions on Systems, Man, and Cybernetics B , vol.30 , Issue.2 , pp. 358-364
    • Wu, S.1    Er, M.J.2
  • 58
    • 2442499479 scopus 로고    scopus 로고
    • Trajectory priming with dynamic fuzzy networks in nonlinear optimal control
    • Y. Becerikli, Y. Oysal, and A.F. Konar Trajectory priming with dynamic fuzzy networks in nonlinear optimal control IEEE Transactions on Neural Networks 15 2 2004 383 394
    • (2004) IEEE Transactions on Neural Networks , vol.15 , Issue.2 , pp. 383-394
    • Becerikli, Y.1    Oysal, Y.2    Konar, A.F.3
  • 59
    • 11144305054 scopus 로고    scopus 로고
    • On three intelligent systems: Dynamic neural, fuzzy, and wavelet networks for training trajectory
    • DOI 10.1007/s00521-004-0429-9
    • Y. Becerikli On three intelligent systems: dynamic neural, fuzzy and wavelet networks for training trajectory Neural Computing & Applications 13 4 2004 339 351 (Pubitemid 40034753)
    • (2004) Neural Computing and Applications , vol.13 , Issue.4 , pp. 339-351
    • Becerikli, Y.1
  • 60
    • 17744366369 scopus 로고    scopus 로고
    • A comparative study of adaptive load frequency controller designs in a power system with dynamic neural network models
    • DOI 10.1016/j.enconman.2004.12.010, PII S0196890405000191
    • Y. Oysal A comparative study of adaptive load frequency controller designs in a power system with dynamic neural network models Energy Conversion and Management 46 2005 2656 2668 (Pubitemid 40574471)
    • (2005) Energy Conversion and Management , vol.46 , Issue.15-16 , pp. 2656-2668
    • Oysal, Y.1
  • 61
    • 0037335434 scopus 로고    scopus 로고
    • Intelligent optimal control with dynamic neural networks
    • DOI 10.1016/S0893-6080(02)00232-0, PII S0893608002002320
    • Y. Becerikli, A.F. Konar, and T. Samad Intelligent optimal control with dynamic neural networks Neural Networks 16 2003 251 259 (Pubitemid 36293558)
    • (2003) Neural Networks , vol.16 , Issue.2 , pp. 251-259
    • Becerikli, Y.1    Konar, A.F.2    Samad, T.3
  • 62
    • 4744339382 scopus 로고    scopus 로고
    • Control of a mobile robot using generalized dynamic fuzzy neural networks
    • M.J. Er, T.P. Tan, and S.Y. Loh Control of a mobile robot using generalized dynamic fuzzy neural networks Microprocessors and Microsystems 28 2004 491 498
    • (2004) Microprocessors and Microsystems , vol.28 , pp. 491-498
    • Er, M.J.1    Tan, T.P.2    Loh, S.Y.3
  • 63
    • 0142043494 scopus 로고    scopus 로고
    • Generalized modeling principles of a nonlinear system with a dynamic fuzzy network
    • DOI 10.1016/S0098-1354(03)00132-7
    • Y. Oysal, Y. Becerikli, and A.F. Konar Generalized modeling principles of a nonlinear system with a dynamic fuzzy network Computers and Chemical Engineering 27 2003 1657 1664 (Pubitemid 37267520)
    • (2003) Computers and Chemical Engineering , vol.27 , Issue.11 , pp. 1657-1664
    • Oysal, Y.1    Becerikli, Y.2    Konar, A.F.3
  • 65
    • 0029273384 scopus 로고
    • Neuro-fuzzy modeling and control
    • J.S.R. Jang, and C.T. Sun Neuro-fuzzy modeling and control Proceedings of the IEEE 83 3 1995 378 406
    • (1995) Proceedings of the IEEE , vol.83 , Issue.3 , pp. 378-406
    • Jang, J.S.R.1    Sun, C.T.2
  • 68
    • 45449126257 scopus 로고
    • Structure identification of fuzzy model
    • M. Sugeno, and G.T. Kang Structure identification of fuzzy model Fuzzy Sets and Systems 28 1988 15 33
    • (1988) Fuzzy Sets and Systems , vol.28 , pp. 15-33
    • Sugeno, M.1    Kang, G.T.2


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