Is accurate mapping of EMG signals on kinematics needed for precise online myoelectric control?

IEEE Transactions on Neural Systems and Rehabilitation Engineering

Volumn 22, Issue 3, 2014, Pages 549-558

  Jiang, Ning ^a   Vujaklija, Ivan ^b   Rehbaum, Hubertus ^a   Graimann, Bernhard ^b   Farina, Dario ^a  

^a UNIVERSITY MEDICAL CENTER GÖTTINGEN   (Germany)

^b Otto Bock HealthCare GmbH   (Germany)

Author keywords

Myoelectric signal processing; online performance; prosthetic control; regression

Indexed keywords

ALGORITHMS; KINEMATICS; MAPPING; NEURAL NETWORKS; SIGNAL PROCESSING;

CONTINUOUS INTERACTIONS; MULTIPLE DEGREES OF FREEDOM; MYOELECTRIC SIGNALS; NONNEGATIVE MATRIX FACTORIZATION; ON-LINE PERFORMANCE; PROSTHETIC CONTROLS; REGRESSION; UNSUPERVISED ALGORITHMS;

CONTROLLERS;

ADULT; ALGORITHM; ARTIFICIAL NEURAL NETWORK; BIOMECHANICS; DEVICES; ELECTROMYOGRAPHY; FEMALE; HAND; HUMAN; MALE; ONLINE SYSTEM; PHYSIOLOGY; PROCEDURES; REPRODUCIBILITY; SIGNAL PROCESSING; YOUNG ADULT;

ADULT; ALGORITHMS; BIOMECHANICAL PHENOMENA; ELECTROMYOGRAPHY; FEMALE; HAND; HUMANS; MALE; NEURAL NETWORKS (COMPUTER); ONLINE SYSTEMS; REPRODUCIBILITY OF RESULTS; SIGNAL PROCESSING, COMPUTER-ASSISTED; YOUNG ADULT;

EID: 84900409867     PISSN: 15344320     EISSN: None     Source Type: Journal    
DOI: 10.1109/TNSRE.2013.2287383     Document Type: Article

References (30)

1. D. Farina, A. Holobar, R. Merletti, and R. M. Enoka, "Decoding theneural drive to muscles from the surface electromyogram, " Clin. Neurophysiol., vol. 121, no. 10, pp. 1616-23, Oct. 2010.
2. K. Englehart, B. Hugdins, and P. Parker, Multifunction Control of ProsthesesUsing the Myoelectric Signal. Boca Raton, FL: CRC Press, 2000.
3. M. A. Oskoei and H. Hu, "Myoelectric control systems-A survey, "Biomed. Signal Process. Control, vol. 2, no. 4, pp. 275-294, Oct. 2007. (Pubitemid 47610329)
4. D. Atkins, D. Heard, and W. Donovan, "Epidemiologic overview ofindividuals with upper-limb loss and their reported research priorities, "J. Prosthet. Orthot., vol. 8, no. 1, pp. 2-11, 1996.
5. E. Scheme and K. Englehart, "Electromyogram pattern recognition forcontrol of powered upper-limb prostheses: State of the art and challengesfor clinical use, " J. Rehabil. Res. Develop., vol. 48, no. 6, p.643, 2011.
6. N. Jiang, S. Dosen, K.-R. Muller, and D. Farina, "Myoelectric controlof artificial limbs-is there a need to change focus? In the Spotlight, "IEEE Signal Process. Mag., vol. 29, no. 5, pp. 152-150, Sep. 2012.
7. A. Young, L. Smith, E. Rouse, and L. Hargrove, "Classification of simultaneousmovementsusing surface EMG pattern recognition, " IEEETrans. Biomed. Eng., vol. 60, no. 5, pp. 1250-1258, Dec. 2012.
8. J. L. G. Nielsen, S. Holmgaard, N. Jiang, K. B. Englehart, D. Farina, and P. A. Parker, "Simultaneous and proportional force estimationfor multifunction myoelectric prostheses using mirrored bilateraltraining, " IEEE Trans. Biomed. Eng., vol. 58, no. 3, pp. 681-688, Mar.2011.
9. N. Jiang, J. L. Vest-Nielsen, S. Muceli, and D. Farina, "EMG-basedsimultaneous and proportional estimation of wrist/hand dynamics inuni-Lateral trans-radial amputees, " J. Neuroeng. Rehabil., vol. 9, no.1, p. 42, Jun. 2012.
10. S. Muceli and D. Farina, "Simultaneous and proportional estimationof hand kinematics from EMG during mirrored movements at multipledegrees-of- freedom, " IEEE Trans. Neural Syst. Rehabil. Eng., vol. 20, no. 3, pp. 371-8, May 2012.
11. J. M. Hahne, F. Biessmann, N. Jiang, H. Rehbaum, D. Farina, F.C. Meinecke, K.-R. Muller, and L. C. Parra, "Linear and non-linearregression techniques for simultaneous and proportional myoelectriccontrol, " IEEE Trans. Neural Syst. Rehabil. Eng., submitted forpublication.
12. N. Jiang, K. B. Englehart, and P. A. Parker, "Extracting simultaneousand proportional neural control information for multiple- DOFprostheses from the surface electromyographic signal, " IEEE Trans.Biomed. Eng., vol. 56, no. 4, pp. 1070-1080, Apr. 2009.
13. N. Jiang, H. Rehbaum, I. Vujaklija, B. Graimann, and D. Farina, "Intuitive, online, simultaneous and proportional myoelectric control overtwo degrees of freedom in upper limb amputees, " IEEE Trans. NeuralSyst. Rehabil. Eng., accepted for publication.
14. W. Hill, L. N. Hermansson, P. Kyberd, S. Swanson, andS. Hubbard, "Functional outcomes in the WHO-ICF model: Establishmentof the upper limb prosthetic outcome measures group, " J. Prosthet.Orthot., vol. 21, no. 2, pp. 115-119, Apr. 2009.
15. B. Lock, Design and Interactive Assessment of Continuous MultifunctionMyoelectric Control Systems. Fredericton, NB, Canada: Univ.New Brunswick, 2005.
16. B. A. Lock, K. Englehart, and B. Hudgins, "Real-timemyoelectric controlin a virtual environment to relate usability vs. accuracy, " in Myoelectr.Symp., Fredericton, NB, Canada, 2005.
17. M. Ortiz-Catalan, R. Brånemark, and B. Håkansson, "BioPatRec: Amodular research platform for the control of artificial limbs based onpattern recognition algorithms, " Source Code Biol. Med., vol. 8, no. 1, p. 11, Jan. 2013.
18. Google, Android Metrics and Grids [Online]. Available: http://developer.android.com/design/style/metrics-grids.html
19. H. Rehbaum, N. Jiang, L. Paredes, S. Amsuess, B. Graimann, and D.Farina, "Real time simultaneous and proportional control of multipledegrees of freedom from surface EMG: Preliminary results on subjectswith limb deficiency, " in Proc. 2012 Annu. Int. Conf. IEEE Eng.Med.Biol. Soc., Aug. 2012, vol. 2012, pp. 1346-9.
20. A. d'Avella, A. Portone, L. Fernandez, and F. Lacquaniti, "Control offast-reaching movements by muscle synergy combinations, " J. Neurosci., vol. 26, no. 30, pp. 7791-7810, Jul. 2006. (Pubitemid 44315149)
21. P. Fitts, "The information capacity of the human motor system in controllingthe amplitude of movement, " J. Exp. Psychol., vol. 47, pp.381-391, 1954.
22. I. S. MacKenzie, "A note on the information-theoretic basis for Fitts'law, " J. Motor Behav., vol. 21, pp. 323-330, 1989.
23. M. R. Williams and R. F. Kirsch, "Evaluation of head orientation andneck muscle EMG signals as command inputs to a human-computerinterface for individuals with high tetraplegia, " IEEE Trans. NeuralSyst. Rehabil. Eng., vol. 16, no. 5, pp. 485-96, Oct. 2008.
24. E. Scheme and K. Englehart, "Validation of a selective ensemble-basedclassification scheme for myoelectric control using a three dimensionalFitts' law test, " IEEE Trans. Neural Syst. Rehabil. Eng., vol. 21, no. 4, pp. 616-23, Oct. 2012.
25. S. Muceli, N. Jiang, and D. Farina, "Extracting signals robust to electrodenumber and shift for online simultaneous and proportional myoelectriccontrol by factorization algorithms, " IEEE Trans. Neural Syst.Rehabil. Eng, to be published.
26. J. M. Hahne, H. Rehbaum, F. Biessmann, F. C. Meinecke, K.-R.Muller, N. Jiang, D. Farina, and L. C. Parra, "Simultaneous and proportionalcontrol of 2D wrist movements with myoelectric signals, " inProc. 2012 IEEE Int. Workshop Mach. Learn. Signal Process., 2012, pp. 1-6.
27. P. K. Artemiadis and K. J. Kyriakopoulos, "EMG-based control of arobot arm using low-dimensional embeddings, " IEEE Trans. Robot., vol. 26, no. 2, pp. 393-398, Apr. 2010.
28. M. Liarokapis, P. Artemiadis, and K. Kyriakopoulos, "Task discriminationfrom myoelectric activity: A learning scheme for EMG basedinterfaces, " in Proc. IEEE Int. Conf. Rehabil. Robot., 2013, pp. 1-6.
29. M. O. Ernst, "Learning to integrate arbitrary signals from vision andtouch, " J. Vis., vol. 7, no. 5, pp. 71, Jan. 2007.
30. K. Ganguly and J. M. Carmena, "Emergence of a stable cortical mapfor neuroprosthetic control, " PLoS Biol., vol. 7, no. 7, p. 1000153, Jul.2009.