Conditioning and sampling issues of EMG signals in motion recognition of multifunctional myoelectric prostheses

Annals of Biomedical Engineering

Volumn 39, Issue 6, 2011, Pages 1779-1787

  Li, Guanglin ^a,b   Li, Yaonan ^c   Yu, Long ^a,b   Geng, Yanjuan ^a,b  

^a INSTITUTE OF GEOLOGY AND GEOPHYSICS   (China)

^b Shenzhen University Town   (China)

^c PURDUE UNIVERSITY   (United States)

Author keywords

Electromyography; Limb amputation; Multifunctional myoelectric prosthesis; Pattern recognition; Signal conditioning and sampling

Indexed keywords

ARM MOVEMENTS; CLASSIFICATION ACCURACY; CUT-OFF; EMG SIGNAL; HAND MOVEMENT; HIGH-PASS; LIMB AMPUTATION; MOTION ARTIFACT; MOTION RECOGNITION; MULTIFUNCTIONAL PROSTHESIS; MYOELECTRIC PROSTHESIS; NEURAL CONTROL; OPTIMAL SELECTION; POWERLINE INTERFERENCE; PRACTICAL IMPLEMENTATION; RESEARCH FIELDS; SAMPLING RATES;

ARTIFICIAL LIMBS; DATA HANDLING; PATTERN RECOGNITION; SIGNAL RECONSTRUCTION;

MYOELECTRICALLY CONTROLLED PROSTHETICS;

ADULT; AGED; ARM; ARTICLE; AUTOMATED PATTERN RECOGNITION; ELECTROMYOGRAPHY; HUMAN; LIMB PROSTHESIS; MALE; MIDDLE AGED; MOVEMENT (PHYSIOLOGY); PHYSIOLOGY;

ADULT; AGED; ARTIFICIAL LIMBS; ELECTROMYOGRAPHY; HUMANS; MALE; MIDDLE AGED; MOVEMENT; PATTERN RECOGNITION, AUTOMATED; UPPER EXTREMITY;

EID: 79958814582     PISSN: 00906964     EISSN: 15739686     Source Type: Journal    
DOI: 10.1007/s10439-011-0265-x     Document Type: Article

References (27)

1. AB Ajiboye RB Weir 2005 A heuristic fuzzy logic approach to EMG pattern recognition for multifunctional prosthesis control IEEE Trans. Neural Syst. Rehabil. Eng. 13 3 280 291 16200752 10.1109/TNSRE.2005.847357 (Pubitemid 41416009)
2. AD Chan KB Englehart 2005 Continuous myoelectric control for powered prostheses using hidden Markov models IEEE Trans. Biomed. Eng. 52 121 124 15651571 10.1109/TBME.2004.836492 (Pubitemid 40065616)
3. JU Chu I Moon MS Mun 2006 A real-time EMG pattern recognition system based on linear-nonlinear feature projection for a multifunction myoelectric hand IEEE Trans. Biomed. Eng. 53 2232 2239 17073328 10.1109/TBME.2006.883695 (Pubitemid 44629861)
4. EA Clancy S Bouchard D Rancourt 2001 Estimation and application of EMG amplitude during dynamic contractions IEEE Eng. Med. Biol. Mag. 20 6 47 54 11838258 10.1109/51.982275 1:STN:280:DC%2BD387gslahtQ%3D%3D (Pubitemid 34110985)
5. EA Clancy EL Morin R Merletti 2002 Sampling, noise-reduction and amplitude estimation issues in surface electromyography J. Electromyogr. Kinesiol. 12 1 16 11804807 10.1016/S1050-6411(01)00033-5 1:STN:280: DC%2BD38%2FnvVOktw%3D%3D (Pubitemid 34132825)
6. K Englehart B Hudgins 2003 A robust, real-time control scheme for multifunction myoelectric control IEEE Trans. Biomed. Eng. 50 7 848 854 12848352 10.1109/TBME.2003.813539
7. K Englehart B Hudgins AD Chan 2003 Continuous multifunction myoelectric control using pattern recognition Tech. Disabil. 15 2 95 103 (Pubitemid 37025179)
8. D Farina R Merletti RM Enoka 2004 The extraction of neural strategies from the surface EMG J. Appl. Physiol. 96 1486 1495 15016793 10.1152/japplphysiol.01070.2003 (Pubitemid 38392688)
9. PJ Gallant EL Morin LE Peppard 1998 Feature-based classification of myoelectric signals using artificial neural networks Med. Biol. Eng. Comput. 36 4485 4489 10.1007/BF02523219 (Pubitemid 28353670)
10. L Hargrove K Englehart B Hudgins 2007 A comparison of surface and intramuscular myoelectric signal classification IEEE Trans. Biomed. Eng. 54 847 853 17518281 10.1109/TBME.2006.889192 (Pubitemid 46628567)
11. YG Huang KB Englehart B Hudgins AD Chan 2005 A Gaussian mixture model based classification scheme for myoelectric control of powered upper limb prostheses IEEE Trans. Biomed. Eng. 52 11 1801 1811 16285383 10.1109/TBME.2005.856295 (Pubitemid 41578800)
12. H Huang P Zhou G Li TA Kuiken 2008 An analysis of EMG electrode configuration for targeted muscle reinnervation based neural machine interface IEEE Trans. Neural Syst. Rehabil. Eng. 16 1 37 45 18303804 10.1109/TNSRE.2007. 910282 (Pubitemid 351265324)
13. H Huang P Zhou G Li TA Kuiken 2009 Spatial filtering improves EMG classification accuracy following targeted muscle reinnervation Ann. Biomed. Eng. 37 1849 1857 19526342 10.1007/s10439-009-9737-7
14. BS Hudgins PA Parker RN Scott 1993 A new strategy for multi-functional myoelectric control IEEE Trans. Biomed. Eng. 40 1 82 94 8468080 10.1109/10.204774 1:STN:280:DyaK3s3isVWkuw%3D%3D (Pubitemid 24060692)
15. JC Ives JK Wigglesworth 2003 Sampling rate effects on surface EMG timing and amplitude measures Clin. Biomech. 18 543 552 10.1016/S0268-0033(03)00089-5 (Pubitemid 36793992)
16. TA Kuiken 2003 Consideration of nerve-muscle grafts to improve the control of artificial arms J. Technol. Disabil. 15 2 105 111
17. TA Kuiken 2006 Targeted reinnervation for improved prosthetic function Phys. Med. Rehabil. Clin. N. Am. 17 1 1 13 16517341
18. TA Kuiken GA Dumanian RD Lipschutz LA Miller KA Stubblefield 2004 The use of targeted muscle reinnervation for improved myoelectric prosthesis control in a bilateral shoulder disarticulation amputee Prosthet. Orthot. Int. 28 3 245 253 15658637 1:STN:280:DC%2BD2M%2FjtFGitA%3D%3D (Pubitemid 40103696)
19. TA Kuiken G Li BA Lock RD Lipschutz LA Miller KA Stubblefield KB Englehart 2009 Targeted muscle reinnervation for real-time myoelectric control of multifunction artificial arms JAMA 301 619 628 19211469 10.1001/jama.2009.116 1:CAS:528:DC%2BD1MXhvVyjsr4%3D
20. G Li AE Schultz TA Kuiken 2010 Quantifying pattern recognition based myoelectric control of multifunctional transradial prostheses IEEE Trans. Neural Syst. Rehabil. Eng. 18 185 192 20071269 10.1109/TNSRE.2009.2039619
21. Lock, B. A., K. Englehart, and B. Hudgins. Real-time myoelectric control in a virtual environment to relate usability vs. accuracy. In: MyoElectric Controls Symposium, New Brunswick, Fredericton, pp. 122-127, 2005.
22. PA Parker RN Scott 1986 Myoelectric control of prostheses Crit. Rev. Biomed. Eng. 13 4 283 310 3512166 1:STN:280:DyaL287jsVKqtg%3D%3D
23. MBI Reaz MS Hussain F Mohd-Yasin 2006 Techniques of EMG signal analysis: detection, processing, classification and applications Biol. Proced. Online 8 11 35 10.1251/bpo115
24. Sears, H. H. Trends in upper-extremity prosthetic development. In: Atlas of Limb Prosthetics, edited by J. H. Bowker, and J. W. Michael. St. Louis: Mosby, 1992.
25. Stegeman, D. F. and H. J. Hermens. Standards for surface electromyography: the European project "Surface EMG for non-invasive assessment of muscles (SENIAM)," http://www.med.uni-jena.de/motorik/pdf/ stegeman.pdf, 2007.
26. Winter, D. A. Biomechanics and Motor Control of Human Movement. New York: Wiley Interscience, 1990.
27. P Zhou MM Lowery KB Englehart H Huang G Li L Hargrove JPA Dewald TA Kuiken 2007 Decoding a new neural machine interface for control of artificial limbs J. Neurophysiol. 98 5 2974 2982 17728391 10.1152/jn.00178.2007 (Pubitemid 350127955)