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Volumn 12, Issue 3, 2007, Pages 253-264

Recognition of electromyographic signals using cascaded kernel learning machine

Author keywords

Autoregressive model (ARM); Electromyography (EMG); Generalized discriminant analysis (GDA); Prehensile postures' classification; Prosthetic hand; Support vector machine (SVM)

Indexed keywords

LEARNING ALGORITHMS; LEARNING SYSTEMS; MUSCLE; PATTERN RECOGNITION; RADIAL BASIS FUNCTION NETWORKS; SUPPORT VECTOR MACHINES;

EID: 34347378883     PISSN: 10834435     EISSN: None     Source Type: Journal    
DOI: 10.1109/TMECH.2007.897253     Document Type: Article
Times cited : (94)

References (33)
  • 1
    • 0027135489 scopus 로고
    • A new strategy for multi-function myoelectric control
    • Jan
    • B. Hudgins, P. A. Parker, and R. N. Scott, "A new strategy for multi-function myoelectric control," IEEE Trans. Biomed. Eng., vol. 40, no. 1, pp. 82-94, Jan. 1993.
    • (1993) IEEE Trans. Biomed. Eng , vol.40 , Issue.1 , pp. 82-94
    • Hudgins, B.1    Parker, P.A.2    Scott, R.N.3
  • 2
    • 0032684281 scopus 로고    scopus 로고
    • Development of a myoelectric discrimination system for a multi-degree prosthetic hand
    • Detroit, MI, May 10-15
    • H. P. Huang and C. Y. Chen, "Development of a myoelectric discrimination system for a multi-degree prosthetic hand," in Proc. IEEE Int. Conf. Robot. Autom., Detroit, MI, May 10-15, 1999, pp. 2392-2397.
    • (1999) Proc. IEEE Int. Conf. Robot. Autom , pp. 2392-2397
    • Huang, H.P.1    Chen, C.Y.2
  • 3
    • 0020332044 scopus 로고
    • EMG pattern analysis and classification for a prosthetic arm
    • Jun
    • G. N. Saridis and T. P. Gootee, "EMG pattern analysis and classification for a prosthetic arm," IEEE Trans. Biomed. Eng., vol. BME-29, no. 6, pp. 403-412, Jun. 1982.
    • (1982) IEEE Trans. Biomed. Eng , vol.BME-29 , Issue.6 , pp. 403-412
    • Saridis, G.N.1    Gootee, T.P.2
  • 4
    • 0029542621 scopus 로고
    • EMG feature evaluation for movement control of upper extremity prostheses
    • Dec
    • Z. K. Mahyar, W. C. Bruce, B. Kambiz, and M. H. Reza, "EMG feature evaluation for movement control of upper extremity prostheses," IEEE Trans. Rehabil. Eng., vol. 3, no. 4, pp. 324-333, Dec. 1995.
    • (1995) IEEE Trans. Rehabil. Eng , vol.3 , Issue.4 , pp. 324-333
    • Mahyar, Z.K.1    Bruce, W.C.2    Kambiz, B.3    Reza, M.H.4
  • 5
    • 0018005591 scopus 로고
    • A microprocessor system for multifunctional control of upper-limb prosthesis via myoelectric signal identification
    • Aug
    • D. Graupe, J. Magnussen, and A. M. Beex, "A microprocessor system for multifunctional control of upper-limb prosthesis via myoelectric signal identification," IEEE Trans. Autom. Control, vol. AC-23, no. 4, pp. 538-544, Aug. 1978.
    • (1978) IEEE Trans. Autom. Control , vol.AC-23 , Issue.4 , pp. 538-544
    • Graupe, D.1    Magnussen, J.2    Beex, A.M.3
  • 6
    • 0020061555 scopus 로고
    • Multifunction prosthesis and orthosis control via micro-computer identification of temporal pattern differences in single-site myoelectric signals
    • D. Graupe, J. Salahi, and K. H. Kohn, "Multifunction prosthesis and orthosis control via micro-computer identification of temporal pattern differences in single-site myoelectric signals," J. Biomed. Eng., vol. 4, pp. 17-22, 1982.
    • (1982) J. Biomed. Eng , vol.4 , pp. 17-22
    • Graupe, D.1    Salahi, J.2    Kohn, K.H.3
  • 7
    • 85011015433 scopus 로고
    • EMG pattern classification for a prosthetic forearm with three degrees of freedom
    • Tokyo, Japan
    • K. Ito, T. Tsuji, A. Kato, and M. Ito, "EMG pattern classification for a prosthetic forearm with three degrees of freedom," in Proc. IEEE Int. Workshop Robot Human Commun., Tokyo, Japan, 1992, pp. 69-74.
    • (1992) Proc. IEEE Int. Workshop Robot Human Commun , pp. 69-74
    • Ito, K.1    Tsuji, T.2    Kato, A.3    Ito, M.4
  • 8
    • 84988256965 scopus 로고
    • A discrimination system using neural network for EMG-controlled prostheses
    • Tokyo, Japan
    • K. Katutoshi, O. Koji, and T. Takao, "A discrimination system using neural network for EMG-controlled prostheses," in Proc. IEEE Int. Workshop Robot Human Commun., Tokyo, Japan, 1992, pp. 63-68.
    • (1992) Proc. IEEE Int. Workshop Robot Human Commun , pp. 63-68
    • Katutoshi, K.1    Koji, O.2    Takao, T.3
  • 9
    • 0021408681 scopus 로고
    • The control of a prosthetic arm by EMG pattern recognition
    • Apr
    • S. Lee and G. N. Saridis, "The control of a prosthetic arm by EMG pattern recognition," IEEE Trans. Autom. Control, vol. AC-29, no. 4, pp. 290-320, Apr. 1984.
    • (1984) IEEE Trans. Autom. Control , vol.AC-29 , Issue.4 , pp. 290-320
    • Lee, S.1    Saridis, G.N.2
  • 10
    • 0035088706 scopus 로고    scopus 로고
    • A wavelet-based continuous classification scheme for multifunction myoelectric control
    • Mar
    • K. Englehart, B. Hudgins, and P. A. Parker, "A wavelet-based continuous classification scheme for multifunction myoelectric control," IEEE Trans. Biomed. Eng., vol. 48, no. 3, pp. 302-311, Mar. 2001.
    • (2001) IEEE Trans. Biomed. Eng , vol.48 , Issue.3 , pp. 302-311
    • Englehart, K.1    Hudgins, B.2    Parker, P.A.3
  • 12
    • 0344444821 scopus 로고    scopus 로고
    • Automatic EMG feature evaluation for controlling a prosthetic hand using a supervised feature mining method: An intelligent approach
    • Taipei, Taiwan, R.O.C, Sep. 10-15
    • H. P. Huang, Y. H. Liu, and C. S. Wong, "Automatic EMG feature evaluation for controlling a prosthetic hand using a supervised feature mining method: An intelligent approach," in Proc. IEEE Int. Conf. Robot. Autom., vol. 1, Taipei, Taiwan, R.O.C., Sep. 10-15, 2003, pp. 220-225.
    • (2003) Proc. IEEE Int. Conf. Robot. Autom , vol.1 , pp. 220-225
    • Huang, H.P.1    Liu, Y.H.2    Wong, C.S.3
  • 13
    • 0008127628 scopus 로고
    • The control method for the robot hand based on the fuzzy theory
    • H. Ide, "The control method for the robot hand based on the fuzzy theory," Robot, no. 82, pp. 7-103, 1991.
    • (1991) Robot , Issue.82 , pp. 7-103
    • Ide, H.1
  • 14
    • 26244468587 scopus 로고    scopus 로고
    • A. B. Ajiboye and R. F. ff. Weir, A heuristic fuzzy logic approach to EMG pattern recognition for multifunctional prosthetic control, IEEE Trans. Neural Syst. Rehabil. Eng., 13, no. 3, pp. 280-291, Sep. 2005.
    • A. B. Ajiboye and R. F. ff. Weir, "A heuristic fuzzy logic approach to EMG pattern recognition for multifunctional prosthetic control," IEEE Trans. Neural Syst. Rehabil. Eng., vol. 13, no. 3, pp. 280-291, Sep. 2005.
  • 15
    • 0034296402 scopus 로고    scopus 로고
    • Generalized discriminant analysis using a kernel approach
    • G. Baudat and F. Anouar, "Generalized discriminant analysis using a kernel approach," Neural Comput., vol. 12, no. 10, pp. 2385-2404, 2000.
    • (2000) Neural Comput , vol.12 , Issue.10 , pp. 2385-2404
    • Baudat, G.1    Anouar, F.2
  • 16
    • 0742307398 scopus 로고    scopus 로고
    • Improving kernel Fisher discriminant analysis for face recognition
    • Jan
    • Q. S. Liu, H. Q. Lu, and S. D. Ma, "Improving kernel Fisher discriminant analysis for face recognition," IEEE Trans. Circuits Syst. Video Technol., vol. 14, no. 1, pp. 42-49, Jan. 2004.
    • (2004) IEEE Trans. Circuits Syst. Video Technol , vol.14 , Issue.1 , pp. 42-49
    • Liu, Q.S.1    Lu, H.Q.2    Ma, S.D.3
  • 17
    • 84905388890 scopus 로고    scopus 로고
    • Kernel eigenfaces vs. kernel Fisherfaces: Face recognition using kernel methods
    • Washington, DC
    • M. H. Yang, "Kernel eigenfaces vs. kernel Fisherfaces: Face recognition using kernel methods," in Proc. 5th IEEE Int. Conf. Autom. Face Gesture Recognit., Washington, DC, 2002, pp. 215-220.
    • (2002) Proc. 5th IEEE Int. Conf. Autom. Face Gesture Recognit , pp. 215-220
    • Yang, M.H.1
  • 18
    • 0037276932 scopus 로고    scopus 로고
    • Face recognition using kernel direct discriminant analysis algorithms
    • Jan
    • J. Lu, K. N. Plataniotis, and A. N. Venetsanopoulos, "Face recognition using kernel direct discriminant analysis algorithms," IEEE Trans. Neural Netw., vol. 14, no. 1, pp. 117-126, Jan. 2003.
    • (2003) IEEE Trans. Neural Netw , vol.14 , Issue.1 , pp. 117-126
    • Lu, J.1    Plataniotis, K.N.2    Venetsanopoulos, A.N.3
  • 19
    • 34249753618 scopus 로고
    • Support vector networks
    • C. Corts and V. Vapnik, "Support vector networks," Mach. Learn., vol. 20, pp. 273-297, 1995.
    • (1995) Mach. Learn , vol.20 , pp. 273-297
    • Corts, C.1    Vapnik, V.2
  • 21
  • 22
    • 33846063260 scopus 로고    scopus 로고
    • Face recognition using total margin-based adaptive fuzzy support vector machines
    • Jan
    • Y. H. Liu and Y. T. Chen, "Face recognition using total margin-based adaptive fuzzy support vector machines," IEEE Trans. Neural Netw. vol. 18, no. 1, pp. 178-192, Jan. 2007.
    • (2007) IEEE Trans. Neural Netw , vol.18 , Issue.1 , pp. 178-192
    • Liu, Y.H.1    Chen, Y.T.2
  • 23
    • 27144489164 scopus 로고    scopus 로고
    • A tutorial on support vector machines for pattern recognition
    • J. C. Burges, "A tutorial on support vector machines for pattern recognition," Data Min. Knowl. Discov., vol. 2, pp. 121-167, 1998.
    • (1998) Data Min. Knowl. Discov , vol.2 , pp. 121-167
    • Burges, J.C.1
  • 24
    • 0036565011 scopus 로고    scopus 로고
    • Face recognition with radial basis function (RBF) neural networks
    • May
    • M. J. Er, S. Wu, J. Liu, and H. L. Toh, "Face recognition with radial basis function (RBF) neural networks," IEEE Trans. Neural Netw., vol. 13, no. 3, pp. 697-710, May 2002.
    • (2002) IEEE Trans. Neural Netw , vol.13 , Issue.3 , pp. 697-710
    • Er, M.J.1    Wu, S.2    Liu, J.3    Toh, H.L.4
  • 28
    • 0036505670 scopus 로고    scopus 로고
    • A comparison of methods for multiclass support vector machines
    • Mar
    • C. W. Hsu and C. J. Lin, "A comparison of methods for multiclass support vector machines," IEEE Trans. Neural Netw., vol. 13, no. 2, pp. 415-425, Mar. 2002.
    • (2002) IEEE Trans. Neural Netw , vol.13 , Issue.2 , pp. 415-425
    • Hsu, C.W.1    Lin, C.J.2
  • 29
    • 0347243182 scopus 로고    scopus 로고
    • Nonlinear component analysis as a kernel eigenvalue problem
    • B. Schölkopf, A. Smola, and K. R. Müller, "Nonlinear component analysis as a kernel eigenvalue problem," Neural Comput., vol. 10, no. 5, pp. 1299-1319, 1998.
    • (1998) Neural Comput , vol.10 , Issue.5 , pp. 1299-1319
    • Schölkopf, B.1    Smola, A.2    Müller, K.R.3
  • 30
    • 26144473524 scopus 로고    scopus 로고
    • Development of a dexterous hand for prosthetic system
    • Master's thesis, Dept. Mech. Eng, Natl. Taiwan Univ, Taipei, Taiwan, R.O.C
    • L. W. Liu, "Development of a dexterous hand for prosthetic system" Master's thesis, Dept. Mech. Eng., Natl. Taiwan Univ., Taipei, Taiwan, R.O.C., 2002.
    • (2002)
    • Liu, L.W.1
  • 31
    • 34347375044 scopus 로고    scopus 로고
    • Development of a myoelectric controller for a multi-degree prosthetic hand
    • Master's thesis, Dept. Mech. Eng, Natl. Taiwan Univ, Taipei, Taiwan, R.O.C
    • C. Y. Chen, "Development of a myoelectric controller for a multi-degree prosthetic hand" Master's thesis, Dept. Mech. Eng., Natl. Taiwan Univ., Taipei, Taiwan, R.O.C., 1998.
    • (1998)
    • Chen, C.Y.1
  • 32
    • 0021607237 scopus 로고
    • Intraclass and interclass ambiguities (fuzziness) in feature evaluation
    • S. K. Pal and B. Chakraborty, "Intraclass and interclass ambiguities (fuzziness) in feature evaluation," Pattern Recognit. Lett., vol. 2, pp. 275-279, 1984.
    • (1984) Pattern Recognit. Lett , vol.2 , pp. 275-279
    • Pal, S.K.1    Chakraborty, B.2
  • 33
    • 0022896046 scopus 로고
    • Fuzzy set theoretic measure for automatic feature evaluation
    • Sep
    • S. K. Pal and B. Chakraborty, "Fuzzy set theoretic measure for automatic feature evaluation," IEEE Trans. Syst., Man, Cybern., vol. SMC-16, no. 5, pp. 754-760, Sep. 1986.
    • (1986) IEEE Trans. Syst., Man, Cybern , vol.SMC-16 , Issue.5 , pp. 754-760
    • Pal, S.K.1    Chakraborty, B.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.