메뉴 건너뛰기




Volumn 58, Issue 5, 2011, Pages 1952-1960

A neuro-fuzzy inference system for sEMG-based identification of hand motion commands

Author keywords

Electromyogram signal; hand prosthesis; neurofuzzy inference system; subtractive clustering; timefrequency features

Indexed keywords

ELECTROMYOGRAM SIGNALS; HAND PROSTHESIS; NEUROFUZZY INFERENCE SYSTEM; SUBTRACTIVE CLUSTERING; TIME FREQUENCY FEATURES;

EID: 79954498055     PISSN: 02780046     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIE.2010.2053334     Document Type: Article
Times cited : (138)

References (55)
  • 1
    • 0027135489 scopus 로고
    • A new strategy for multifunction myoelectric control
    • DOI 10.1109/10.204774
    • B. Hudgins, P. Parker, and R. N. Scott, "A new strategy for multifunction myoelectric control," IEEE Trans. Biomed. Eng., vol. 40, no. 1, pp. 82-94, Jan. 1993. (Pubitemid 24060692)
    • (1993) IEEE Transactions on Biomedical Engineering , vol.40 , Issue.1 , pp. 82-94
    • Hudgins, B.1    Parker, P.2    Scott, R.N.3
  • 2
    • 0042664129 scopus 로고    scopus 로고
    • A robust, real-time control scheme for multifunction myoelectric control
    • Jul.
    • K. Englehart and B. Hudgins, "A robust, real-time control scheme for multifunction myoelectric control," IEEE Trans. Biomed. Eng., vol. 50, no. 7, pp. 848-854, Jul. 2003.
    • (2003) IEEE Trans. Biomed. Eng. , vol.50 , Issue.7 , pp. 848-854
    • Englehart, K.1    Hudgins, B.2
  • 3
    • 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 Trans. Biomed. Eng., vol. 48, no. 3, pp. 302-311, Mar. 2001. (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
  • 4
    • 0037763048 scopus 로고    scopus 로고
    • Evaluation of the forearm EMG signal features for the control of a prosthetic hand
    • DOI 10.1088/0967-3334/24/2/307, PII S0967333403389464
    • R. Boostani and M. H. Moradi, "Evaluation of the forearm EMG signal features for the control of a prosthetic hand," PhysiolMeas., vol. 24, no. 2, pp. 309-319, May 2003, 12812417. (Pubitemid 36648398)
    • (2003) Physiological Measurement , vol.24 , Issue.2 , pp. 309-319
    • Boostani, R.1    Moradi, M.H.2
  • 5
    • 0020061555 scopus 로고
    • Multifunctional prosthesis and orthosis control via microcomputer 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. (Pubitemid 12212303)
    • (1982) Journal of Biomedical Engineering , vol.4 , Issue.1 , pp. 17-22
    • Graupe, D.1    Salahi, J.2    Kohn, K.H.3
  • 6
    • 38949190680 scopus 로고    scopus 로고
    • Real-time intelligent pattern recognition algorithm for surface EMG signals
    • Dec. 3, 18053184
    • M. Khezri and M. Jahed, "Real-time intelligent pattern recognition algorithm for surface EMG signals," Biomed Eng. Online, vol. 6, no. 1, p. 45, Dec. 3, 2007, 18053184.
    • (2007) Biomed Eng. Online , vol.6 , Issue.1 , pp. 45
    • Khezri, M.1    Jahed, M.2
  • 8
    • 34248542736 scopus 로고    scopus 로고
    • Duderstadt Germany
    • Otto Bock HealthCare GmbH, Duderstadt, Germany, 2002. [Online]. Available: http://www.ottobock.com
    • (2002) Otto Bock HealthCare GmbH
  • 9
    • 0025754473 scopus 로고
    • Primitive based control of the Utah/MIT dextrous hand
    • Sacramento, CA, Apr. 9-11
    • T. H. Speeter, "Primitive based control of the Utah/MIT dextrous hand," in Proc. ICRA, Sacramento, CA, Apr. 9-11, 1991, pp. 866-877.
    • (1991) Proc. ICRA , pp. 866-877
    • Speeter, T.H.1
  • 12
    • 0032644102 scopus 로고    scopus 로고
    • E robonaut hand: A dexterous robot hand for space
    • Detroit, MI, May 10-15
    • C. S. Lovchik and M. A. Diftler, "E robonaut hand: A dexterous robot hand for space," in Proc. IEEE ICRA, Detroit, MI, May 10-15, 1999, pp. 907-912.
    • (1999) Proc. IEEE ICRA , pp. 907-912
    • Lovchik, C.S.1    Diftler, M.A.2
  • 15
    • 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
  • 16
    • 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
  • 17
    • 0020332044 scopus 로고
    • EMG pattern analysis and classification for a prosthetic arm
    • G. N Saridis and T. P. Gootee, "EMG pattern analysis and classification for a prosthesis arm," IEEE Trans. Biomed. Eng., vol. BME-29, no. 6, pp. 403-412, Jun. 1982. (Pubitemid 12042581)
    • (1982) IEEE Transactions on Biomedical Engineering , vol.29 , Issue.6 , pp. 403-412
    • Saridis, G.N.1    Gootee, T.P.2
  • 18
    • 37249058368 scopus 로고    scopus 로고
    • Real-time classification of forearm electromyographic signals corresponding to user-selected intentional movements for multifunction prosthesis control
    • DOI 10.1109/TNSRE.2007.908376
    • K. Momen, S. Krishnan, and T. Chau, "Real-time classification of forearm electromyographic signals corresponding to user-selected intentional movements for multifunction prosthesis control," IEEE Trans. Neural Syst. Rehabil Eng., vol. 15, no. 4, pp. 535-542, Dec. 2007, 18198711. (Pubitemid 350274175)
    • (2007) IEEE Transactions on Neural Systems and Rehabilitation Engineering , vol.15 , Issue.4 , pp. 535-542
    • Momen, K.1    Krishnan, S.2    Chau, T.3
  • 19
    • 0034271984 scopus 로고    scopus 로고
    • Surface EMG signal classification using wavelet transform
    • Sep., 11285836
    • L. Cai, Z. Wang, and H. Zhang, "Surface EMG signal classification using wavelet transform," Sheng Wu Yi Xue Gong Cheng Xue Za Zhi, vol. 17, no. 3, pp. 281-284, Sep. 2000, 11285836.
    • (2000) Sheng Wu Yi Xue Gong Cheng Xue Za Zhi , vol.17 , Issue.3 , pp. 281-284
    • Cai, L.1    Wang, Z.2    Zhang, H.3
  • 20
    • 0033391605 scopus 로고    scopus 로고
    • Adaptive fuzzy control of electrically stimulated muscles for arm movements
    • S. Micera, A. M. Sabatini, and P. Dario, "Adaptive fuzzy control of electrically stimulated muscles for arm movements," Med. Biol. Eng. Comput., vol. 37, no. 6, pp. 680-685, Nov. 1999. (Pubitemid 30028848)
    • (1999) Medical and Biological Engineering and Computing , vol.37 , Issue.6 , pp. 680-685
    • Micera, S.1    Sabatini, A.M.2    Dario, P.3
  • 21
    • 0032840095 scopus 로고    scopus 로고
    • A hybrid approach to EMG pattern analysis for classification of arm movements using statistical and fuzzy techniques
    • DOI 10.1016/S1350-4533(99)00055-7, PII S1350453399000557
    • S. Micera, A. M. Sabatini, P. Dario, and B. Rossi, "A hybrid approach to EMG pattern analysis for classification of arm movements using statistical and fuzzy techniques," Med. Eng. Phys., vol. 21, no. 5, pp. 303-311, Jun. 1999. (Pubitemid 29438550)
    • (1999) Medical Engineering and Physics , vol.21 , Issue.5 , pp. 303-311
    • Micera, S.1    Sabatini, A.M.2    Dario, P.3    Rossi, B.4
  • 22
    • 0037389652 scopus 로고    scopus 로고
    • A human-assisting manipulator teleoperated by EMG signals and arm motions
    • Apr.
    • O. Fukuda, T. Tsuji, M. Kaneko, and A. Otsuka, "A human-assisting manipulator teleoperated by EMG signals and arm motions," IEEE Trans. Robot. Autom., vol. 19, no. 2, pp. 210-222, Apr. 2003.
    • (2003) IEEE Trans. Robot. Autom. , vol.19 , Issue.2 , pp. 210-222
    • Fukuda, O.1    Tsuji, T.2    Kaneko, M.3    Otsuka, A.4
  • 23
    • 51449114029 scopus 로고    scopus 로고
    • Dynamic structure neural-fuzzy networks for robust adaptive control of robot manipulators
    • Sep.
    • C.-S. Chen, "Dynamic structure neural-fuzzy networks for robust adaptive control of robot manipulators," IEEE Trans. Ind. Electron., vol. 55, no. 9, pp. 3402-3414, Sep. 2008.
    • (2008) IEEE Trans. Ind. Electron. , vol.55 , Issue.9 , pp. 3402-3414
    • Chen, C.-S.1
  • 24
    • 26244468587 scopus 로고    scopus 로고
    • A heuristic fuzzy logic approach to EMG pattern recognition for multifunctional prosthesis control
    • DOI 10.1109/TNSRE.2005.847357
    • A. B. Ajiboye and R. F. Weir, "A heuristic fuzzy logic approach to EMG pattern recognition for multifunctional prosthesis control," IEEE Trans. Neural Syst. Rehabil. Eng., vol. 13, no. 3, pp. 280-291, Sep. 2005. (Pubitemid 41416009)
    • (2005) IEEE Transactions on Neural Systems and Rehabilitation Engineering , vol.13 , Issue.3 , pp. 280-291
    • Ajiboye, A.B.1    Weir, R.F.Ff.2
  • 26
    • 34248666540 scopus 로고
    • Fuzzy sets
    • Jun.
    • L. A. Zadeh, "Fuzzy sets," Inf. Control, vol. 8, no. 3, pp. 338-353, Jun. 1965.
    • (1965) Inf. Control , vol.8 , Issue.3 , pp. 338-353
    • Zadeh, L.A.1
  • 27
    • 0015558134 scopus 로고
    • Outline of a new approach to the analysis of complex systems and decision processes
    • Jan.
    • L. A. Zadeh, "Outline of a new approach to the analysis of complex systems and decision processes," IEEE Trans. Syst., Man, Cybern., vol. SMC-3, no. 1, pp. 28-44, Jan. 1973.
    • (1973) IEEE Trans. Syst., Man, Cybern. , vol.SMC-3 , Issue.1 , pp. 28-44
    • Zadeh, L.A.1
  • 28
    • 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 Eng. Med. Biol. Mag., vol. 21, no. 6, pp. 123-129, Nov./Dec. 2002. (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
  • 30
    • 0034757384 scopus 로고    scopus 로고
    • Fuzzy-control of a hand orthosis for restoring tip pinch, lateral pinch, and cylindrical prehensions to patients with elbow flexion intact
    • DOI 10.1109/7333.928582, PII S153443200104459X
    • N. Petroff, K. D. Reisinger, and P. A. C. Mason, "Fuzzy-control of a hand orthosis for restoring tip pinch, lateral pinch, and cylindrical prehensions to patients with elbow flexion intact," IEEE Trans. Neural Syst. Rehabil. Eng., vol. 9, no. 2, pp. 225-231, Jun. 2001. (Pubitemid 33035536)
    • (2001) IEEE Transactions on Neural Systems and Rehabilitation Engineering , vol.9 , Issue.2 , pp. 225-231
    • Petroff, N.1    Reisinger, K.D.2    Mason, P.A.C.3
  • 32
    • 0242363805 scopus 로고    scopus 로고
    • A fuzzy clustering neural network architecture for multifunction upper-limb prosthesis
    • DOI 10.1109/TBME.2003.818469
    • B. Karlik, M. O. Tokhi, and M. Alci, "A fuzzy clustering neural network architecture for multifunction upper-limb prosthesis," IEEE Trans. Biomed. Eng., vol. 50, no. 11, pp. 1255-1261, Nov. 2003. (Pubitemid 37339400)
    • (2003) IEEE Transactions on Biomedical Engineering , vol.50 , Issue.11 , pp. 1255-1261
    • Karlik, B.1    Tokhi, M.O.2    Alci, M.3
  • 33
    • 0029695094 scopus 로고    scopus 로고
    • Method and software for extracting fuzzy classification rules by subtractive clustering
    • S. Chiu, "Method and software for extracting fuzzy classification rules by subtractive clustering," in Proc. Biennial Conf. North Amer. Fuzzy Inf. Process. Soc., 1996, pp. 461-465.
    • (1996) Proc. Biennial Conf. North Amer. Fuzzy Inf. Process. Soc. , pp. 461-465
    • Chiu, S.1
  • 35
    • 21844443559 scopus 로고    scopus 로고
    • Subtractive clustering analysis: A novel data mining method for finding cell subpopulations
    • DOI 10.1117/12.589463, 51, Imaging, Manipulation, and Analysis of Biomolecules and Cells: Fundamentals and Applications III
    • J. N. Smith, L. Reece, P. Szaniszlo, R. C. Leary, and J. F. Leary, "Subtractive clustering analysis: A novel data mining method for finding cell subpopulations," in Proc. Imaging, Manipulation, Anal. Biomolecules Cells, 2005, vol. 5699, pp. 354-361. (Pubitemid 40954186)
    • (2005) Progress in Biomedical Optics and Imaging - Proceedings of SPIE , vol.5699 , pp. 354-361
    • Smith, J.N.1    Reece, L.2    Szaniszlo, P.3    Leary, R.C.4    Leary, J.F.5
  • 36
    • 17444369435 scopus 로고    scopus 로고
    • A kernel-based subtractive clustering method
    • DOI 10.1016/j.patrec.2004.10.001, PII S0167865504002831
    • D.-W. Kim, K. Y. Lee, D. Lee, and K. H. Lee, "A kernel-based subtractive clustering method," Pattern Recognit. Lett., vol. 26, no. 7, pp. 879-891, May 2005. (Pubitemid 40538748)
    • (2005) Pattern Recognition Letters , vol.26 , Issue.7 , pp. 879-891
    • Kim, D.-W.1    Lee, K.2    Lee, D.3    Lee, K.H.4
  • 37
    • 84974743850 scopus 로고
    • Fuzzy model identification based on cluster estimation
    • S. Chiu, "Fuzzy model identification based on cluster estimation," J. Intell. Fuzzy Syst., vol. 2, pp. 267-278, 1994.
    • (1994) J. Intell. Fuzzy Syst. , vol.2 , pp. 267-278
    • Chiu, S.1
  • 38
    • 78650434156 scopus 로고    scopus 로고
    • EMG feature extraction for tolerance of 50 Hz interference
    • Nove Sad, Serbia, Apr. 28-30
    • A. Phinyomark, C. Limskul, and P. Phukpattaranont, "EMG feature extraction for tolerance of 50 Hz interference," in Proc. PSU-UNS ICET, Nove Sad, Serbia, Apr. 28-30, 2009, pp. 289-293.
    • (2009) Proc. PSU-UNS ICET , pp. 289-293
    • Phinyomark, A.1    Limskul, C.2    Phukpattaranont, P.3
  • 39
    • 0036929094 scopus 로고    scopus 로고
    • A new electrode system for hand action discrimination
    • L.-Y. Shyu, J.-Y. Chen, R.-W. Tatn, and W. Hu, "A new electrode system for hand action discrimination," J. Med. Biol. Eng., vol. 22, no. 4, pp. 211-217.
    • J. Med. Biol. Eng. , vol.22 , Issue.4 , pp. 211-217
    • Shyu, L.-Y.1    Chen, J.-Y.2    Tatn, R.-W.3    Hu, W.4
  • 40
    • 0037627472 scopus 로고    scopus 로고
    • Control of multifunctional prosthetic hands by processing the electromyographic signal
    • DOI 10.1615/CritRevBiomedEng.v30.i456.80
    • M. Zecca, S. Miecra, and M. C. Carrozza, "Control of multifunctional prosthetic hands by processing the electromyographic signal," Crit. Rev. Biomed. Eng., vol. 30, no. 4-6, pp. 459-485, 2002. (Pubitemid 36528604)
    • (2002) Critical Reviews in Biomedical Engineering , vol.30 , Issue.4-6 , pp. 459-485
    • Zecca, M.1    Micera, S.2    Carrozza, M.C.3    Dario, P.4
  • 41
    • 0016482611 scopus 로고
    • Functional separation of EMG signals via ARMA identification methods for prosthesis control purposes
    • Mar.
    • D. Graupe and W. K. Cline, "Functional separation of EMG signals via ARMA identification methods for prosthesis control purposes," IEEE Trans. Syst., Man, Cybern., vol. SMC-5, no. 2, pp. 252-258, Mar. 1975.
    • (1975) IEEE Trans. Syst., Man, Cybern. , vol.SMC-5 , Issue.2 , pp. 252-258
    • Graupe, D.1    Cline, W.K.2
  • 42
    • 0024000563 scopus 로고
    • The electromyogram (EMG) as a control signal for functional neuromusculature stimulation-Part I: Autoregressive modeling as a means of EMG signature discrimination
    • Apr.
    • G. Hefftner, W. Zucchini, and G. G. Jaros, "The electromyogram (EMG) as a control signal for functional neuromusculature stimulation-Part I: Autoregressive modeling as a means of EMG signature discrimination," IEEE Trans. Biomed. Eng., vol. 35, no. 4, pp. 230-237, Apr. 1988.
    • (1988) IEEE Trans. Biomed. Eng. , vol.35 , Issue.4 , pp. 230-237
    • Hefftner, G.1    Zucchini, W.2    Jaros, G.G.3
  • 44
    • 0029294427 scopus 로고
    • Advances in processing of surface myoeletric signals: Part 2
    • May
    • R. Merletti and L. R. Lo Conte, "Advances in processing of surface myoeletric signals: Part 2," Med. Biol. Eng. Comput., vol. 33, no. 3, pp. 373-384, May 1995.
    • (1995) Med. Biol. Eng. Comput. , vol.33 , Issue.3 , pp. 373-384
    • Merletti, R.1    Lo Conte, L.R.2
  • 45
    • 84990575058 scopus 로고
    • Orthogonal bases of compactly supported wavelets
    • Oct.
    • I. Daubechies, "Orthogonal bases of compactly supported wavelets," Commun. Pure Appl. Math., vol. 41, no. 7, pp. 909-996, Oct. 1988.
    • (1988) Commun. Pure Appl. Math. , vol.41 , Issue.7 , pp. 909-996
    • Daubechies, I.1
  • 46
    • 84966210236 scopus 로고
    • Multiresolution approximations and wavelet orthonormal bases of L2(R)
    • Sep.
    • S. Mallat, "Multiresolution approximations and wavelet orthonormal bases of L2(R)," Trans. Amer. Math. Soc., vol. 315, no. 1, pp. 69-87, Sep. 1989.
    • (1989) Trans. Amer. Math. Soc. , vol.315 , Issue.1 , pp. 69-87
    • Mallat, S.1
  • 47
    • 0003544046 scopus 로고
    • Philadelphia, PA: SIAM,Translated and Revised by R. D. Ryan
    • Y. Meyer, Wavelets: Algorithms and Applications. Philadelphia, PA: SIAM, 1993 Translated and Revised by R. D. Ryan.
    • (1993) Wavelets: Algorithms and Applications
    • Meyer, Y.1
  • 48
    • 0001259658 scopus 로고
    • The stationary wavelet transform and statistical applications
    • A. Antoniadis and G. Oppenheim, Eds. New York: Springer-Verlag
    • G. P. Nason and B. W. Silverman, "The stationary wavelet transform and statistical applications," in Wavelet and Statistics, A. Antoniadis and G. Oppenheim, Eds. New York: Springer-Verlag, 1995, pp. 281-299.
    • (1995) Wavelet and Statistics , pp. 281-299
    • Nason, G.P.1    Silverman, B.W.2
  • 49
    • 0030214118 scopus 로고    scopus 로고
    • Time-invariant orthonormal wavelet representations
    • PII S1053587X9652889
    • J. C. Pesquet, H. Krim, and H. Carfantan, "Time-invariant orthonormal wavelet representations," IEEE Trans. Signal Process, vol. 44, no. 8, pp. 1964-1970, Aug. 1996. (Pubitemid 126778017)
    • (1996) IEEE Transactions on Signal Processing , vol.44 , Issue.8 , pp. 1964-1970
    • Pesquet, J.-C.1    Krim, H.2    Carfantan, H.3
  • 50
    • 0030087225 scopus 로고    scopus 로고
    • A translation-invariant wavelet representation algorithm with applications
    • PII S0096351896016532
    • J. Liang and T. W. Parks, "A translation-invariant wavelet representation algorithm with applications," IEEE Trans. Signal Process, vol. 44, no. 2, pp. 225-232, Feb. 1996. (Pubitemid 126776428)
    • (1996) IEEE Transactions on Signal Processing , vol.44 , Issue.2 , pp. 225-232
    • Liang, J.1    Parks, T.W.2
  • 51
    • 0026187946 scopus 로고
    • Zero-crossings of a wavelet transform
    • DOI 10.1109/18.86995
    • S. Mallat, "Zero-crossings of a wavelet transform," IEEE Trans. Inf. Theory, vol. 37, no. 4, pp. 1019-1033, Jul. 1991. (Pubitemid 21674993)
    • (1991) IEEE Transactions on Information Theory , vol.37 , Issue.4 , pp. 1019-1033
    • Mallat Stephane1
  • 52
    • 0002971198 scopus 로고
    • Wavelet transforms maxima and multiscale edges
    • M. B. Ruskai, Ed. Boston, MA: Jones & Bartlett
    • S. Mallat, "Wavelet transforms maxima and multiscale edges," in Wavelet and Their Applications, M. B. Ruskai, Ed. Boston, MA: Jones & Bartlett, 1992.
    • (1992) Wavelet and Their Applications
    • Mallat, S.1
  • 53
    • 40449083568 scopus 로고    scopus 로고
    • Wavelet transform as an alternative to the short-time Fourier transform for the study of conducted noise in power electronics
    • DOI 10.1109/TIE.2007.911203
    • L. Coppola, Q. Liu, S. Buso, D. Boroyevich, and A. Bell, "Wavelet transform as an alternative to the short-time Fourier transform for the study of conducted noise in power electronics," IEEE Trans. Ind. Electron., vol. 55, no. 2, pp. 880-887, Feb. 2008. (Pubitemid 351344260)
    • (2008) IEEE Transactions on Industrial Electronics , vol.55 , Issue.2 , pp. 880-887
    • Coppola, L.1    Liu, Q.2    Buso, S.3    Boroyevich, D.4    Bell, A.5
  • 54
    • 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 Trans. Biomed. Eng., vol. 46, no. 6, pp. 670-684, Jun. 1999. (Pubitemid 29245058)
    • (1999) IEEE Transactions on Biomedical Engineering , vol.46 , Issue.6 , pp. 670-684
    • Karlsson, S.1    Yu, J.2    Akay, M.3
  • 55
    • 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," Comput. Biol. Med., vol. 37, no. 2, pp. 227-244, Feb. 2007. (Pubitemid 44909087)
    • (2007) Computers in Biology and Medicine , vol.37 , Issue.2 , pp. 227-244
    • Subasi, A.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.