« Previous
Next »
Medical Engineering & Physics
Volume 32, Issue 2
, Pages 126-135
, March 2010
A discriminant bispectrum feature for surface electromyogram signal classification
References
- Vodovnik L, Kreifeldt J, Caldwell R, Green L, Silgalis E, Craig P. Some topics on myoelectric control of orthotic/prosthetic systems, Rep EDC 4–67.
- . Electromyography: physiology, engineering, and noninvasive applications. Wiley-IEEE Press; 2004;
- . A new strategy for multifunction myoelectric control. IEEE Transactions on Biomedical Engineering. 1993;40(1):82–94
- . A robust, real-time control scheme for multifunction myoelectric control. IEEE Transactions on Biomedical Engineering. 2003;50(7):848–854
- . Classification of the myoelectric signal using time-frequency based representations. Medical Engineering and Physics. 1999;21(6–7):431–438
- Oskoei M, Hu H. Support vector machine-based classification scheme for myoelectric control applied to upper limb. IEEE Transactions on Biomedical Engineering 2008;55(8).
- . Online electromyographic control of a robotic prosthesis. IEEE Transactions on Biomedical Engineering. 2008;55(3):1128–1135
- . A Gaussian mixture model based classification scheme for myoelectric control of powered upper limb prostheses. IEEE Transactions on Biomedical Engineering. 2005;52(11):1801–1811
- . A comparison of surface and intramuscular myoelectric signal classification. IEEE Transactions on Biomedical Engineering. 2007;54(5):847–853
- . The comparison of electromyographic pattern classifications with active and passive electrodes. Medical Engineering and Physics. 2004;26(7):605–610
- . Multivariate AR modeling of electromyography for the classification of upper arm movements. Clinical Neurophysiology. 2004;115(6):1276–1287
- . Classification of finger activation for use in a robotic prosthesis arm. IEEE Transactions on Neural Systems and Rehabilitation Engineering. 2002;10(4):290–293
- . A hybrid approach to EMG pattern analysis for classification of arm movements using statistical and fuzzy techniques. Medical Engineering and Physics. 1999;21(5):303–311
- . Physiology and mathematics of myoelectric signals. IEEE Transactions on Biomedical Engineering. 1979;313–325
- . Experience with surface EMG decomposition using higher-order cumulants. Signal Processing. 2001;19–24
- . Normality and stationarity of EMG signals of elbow flexor muscles during ramp and step isometric contractions. Journal of Electromyography and Kinesiology. 1997;7(2):87–96
- . Characterization of sleep spindles using higher order statisticsand spectra. IEEE Transactions on Biomedical Engineering. 2000;47(8):997–1009
- . Application of higher order statistics techniques to EMG signals to characterize the motor unit action potential. IEEE Transactions on Biomedical Engineering. 2005;52(7):1195–1209
- . A quantitative analysis approach for cardiac arrhythmia classification using higher order spectral techniques. IEEE Transactions on Biomedical Engineering. 2005;52(11):1840–1845
- . Bispectrum estimation: a digital signal processing framework. Proceedings of the IEEE. 1987;75(7):869–891
- . Higher-order spectra analysis: a nonlinear signal processing framework. Prentice-Hall; 1993;
- . Signal processing with higher-order spectra. IEEE Signal Processing Magazine. 1993;10(3):10–37
- Chandran V, Elgar S. Pattern recognition using invariants defined from higher order spectra-one dimensional inputs. IEEE Transactions on Signal Processing 1993;41(1).
- . Pattern classification and scene analysis. New York: Wiley; 1973;
- . Eigenfaces vs. fisherfaces: recognition using class specific linear projection. IEEE Transactions on Pattern Analysis and Machine Intelligence. 1997;711–720
- . Statistical pattern recognition. A Hodder Arnold Publication; 1999;
- . The nature of statistical learning theory. Springer; 2000;
- . S.O. service, Pattern recognition and machine learning. Springer; 2006;
- . PRTools version 3.0, a matlab toolbox for pattern recognition, pattern recognition group. Netherlands: Delft University; 2006;
- Chang C, Lin C. LIBSVM: a library for support vector machines, 2001. Software available at http://www.csie.ntu.edu.tw/cjlin/libsvm.
- Chen X, Zhu X. A novel spectral analysis method of EMG feature extraction for wrist motions recognition. In: Proceedings of the 2nd IEEE RAS & EMBS International Conference on Biomedical Robotics and Biomechatronics, 2008. BioRob; 2008. p. 73–8.
- . EMG feature evaluation for movement control of upper extremityprostheses. IEEE Transactions on Neural Systems and Rehabilitation Engineering. 1995;3(4):324–333
- . Biostatistical analysis. Upper Saddle River (NJ, USA): Prentice-Hall, Inc.; 1999;
- . Linear prediction: a tutorial review. Proceedings of the IEEE. 1975;63(4):561–580
- . A human-assisting manipulator teleoperated by EMG signals and arm motions. IEEE Transactions on Robotics and Automation. 2003;19(2):210–222
- . Adaptive pattern recognition of myoelectric signals: exploration of conceptual framework and practical algorithms. IEEE Transactions on Neural Systems and Rehabilitation Engineering. 2009;17(3):270–278
PII: S1350-4533(09)00232-X
doi: 10.1016/j.medengphy.2009.10.016
© 2009 IPEM. Published by Elsevier Inc. All rights reserved.
« Previous
Next »
Medical Engineering & Physics
Volume 32, Issue 2
, Pages 126-135
, March 2010
