A comparison of the real-time controllability of pattern recognition to conventional myoelectric control for discrete and simultaneous movements

Journal of NeuroEngineering and Rehabilitation

Volumn 11, Issue 1, 2014, Pages

  Young, Aaron J ^a,b   Smith, Lauren H ^a,b,c   Rouse, Elliott J ^a,b   Hargrove, Levi J ^a,c  

^a REHABILITATION INSTITUTE OF CHICAGO   (United States)

^b Northwestern University   (United States)

^c NORTHWESTERN UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ARTICLE; CASE REPORT; COMPARATIVE STUDY; CONTROL SYSTEM; DISABLED PERSON; ELECTROMYOGRAM; HUMAN; MOVEMENT (PHYSIOLOGY); MUSCLE REINNERVATION; MYOELECTRIC CONTROL; PATTERN RECOGNITION; TASK PERFORMANCE; ARM; AUTOMATED PATTERN RECOGNITION; ELECTROMYOGRAPHY; LIMB PROSTHESIS; METHODOLOGY; PROSTHESIS;

AMPUTEES; ARM; ARTIFICIAL LIMBS; ELECTROMYOGRAPHY; HUMANS; PATTERN RECOGNITION, AUTOMATED; PROSTHESIS DESIGN;

EID: 84892413804     PISSN: None     EISSN: 17430003     Source Type: Journal    
DOI: 10.1186/1743-0003-11-5     Document Type: Article

References (29)

1. The i-LIMB hand and the DMC plus hand compared: a case report. Van Der Niet OO, Reinders-Messelink HA, Bongers RM, Bouwsema H, Van Der Sluis CK, Prosthetics Orthot Int 2010 34 216 10.3109/03093641003767207
2. Bebionic prosthetic design. Medynski C, Rattray B, 2011 MyoElectric Controls/Powered Prosthetics Symposium Fredericton, New Brunswick, Canada 2011
3. Research update: VA study to optimize DEKA arm. Resnik L, J Rehabil Res Dev 2010 47 x-x 20665342
4. Revolutionizing prosthetics software technology. Harris A, Katyal K, Para M, Thomas J, 2011 IEEE International Conference on Systems, Man, and Cybernetics Anchorage, AK 2011 2877 2884
5. Control of powered upper extremity prostheses. Williams TW, Functional Restoration of Adults and Children with Upper Extremity Amputation New York, NY: Demos Medical Publishing, Meier RH, Atkins DJ, 2004 207 224
6. Crosstalk in surface electromyography of the proximal forearm during gripping tasks. Mogk JPM, Keir PJ, J Electromyogr Kinesiol 2003 13 63 71 10.1016/S1050-6411(02)00071-8 12488088
7. Targeted muscle reinnervation for real-time myoelectric control of multifunction artificial arms. Kuiken TA, et al. JAMA 2009 301 619 28 10.1001/jama.2009.116 19211469
8. Targeted reinnervation for transhumeral amputees: current surgical technique and update on results. Dumanian GA, Ko JH, O'Shaughnessy KD, Kim PS, Wilson CJ, Kuiken TA, Plast Reconstr Surg 2009 124 863 869 10.1097/PRS. 0b013e3181b038c9 19730305
9. The use of targeted muscle reinnervation for improved myoelectric prosthesis control in a bilateral shoulder disarticulation amputee. Kuiken TA, Dumanian GA, Lipschutz RD, Miller LA, Stubblefield KA, Prosthetics Orthot Int 2004 28 245 53
10. Control of a six degree of freedom prosthetic arm after targeted muscle reinnervation surgery. Miller LA, et al. Arch Phys Med Rehabil 2008 89 2057 65 10.1016/j.apmr.2008.05.016 18996233
11. A new strategy for multifunction myoelectric control. Hudgins B, Parker P, Scott RN, IEEE Trans Biomed Eng 1993 40 82 94 10.1109/10.204774 8468080
12. Myoelectric control systems-a survey. Oskoei MAaH H, Biomedical Signal Processing and Control 2007 2 275 294 10.1016/j.bspc.2007.07.009
13. A robust, real-time control scheme for multifunction myoelectric control. Englehart K, Hudgins B, IEEE Trans Biomed Eng 2003 50 848 54 10.1109/TBME.2003.813539 12848352
14. Electromyogram pattern recognition for the control of powered upper limb prostheses: state-of-the-art and challenges for clinical use. Scheme E, Englehart K, J Rehabil Res Dev 2011 48 643 659 10.1682/JRRD.2010.09.0177 21938652
15. A comparison of surface and intramuscular myoelectric signal classification. Hargrove LJ, Englehart K, Hudgins B, IEEE Trans Biomed Eng 2007 54 847 853 17518281
16. A Gaussian mixture model based classification scheme for myoelectric control of powered upper limb prostheses. Huang YH, Englehart KB, Hudgins B, Chan ADC, IEEE Trans Biomed Eng 2004 52 1801 1811
17. Multiple binary classifications via linear discriminant analysis for improved controllability of a powered prosthesis. Hargrove L, Scheme E, Englehart K, Hudgins B, IEEE Trans Neural Syst Rehabil Eng 2010 18 49 57 20071277
18. Pattern recognition control outperforms conventional control in upper limb patients with targeted muscle reinnervation. Hargrove L, Simon A, Lock B, Kuiken T, American Academy of Orthotists & Prosthetists 39th Academy Annual Meeting and Scientific Symposium Orlando, Fl 2013
19. Classification of simultaneous movements using surface EMG pattern recognition. Young AJ, Smith LH, Rouse EJ, Hargrove LJ, Biomedical Engineering, IEEE Transactions on 2013 60 1250 1258
20. Continuous detection and decoding of dexterous finger flexions with implantable myoelectric sensors. Baker JJ, Scheme E, Englehart K, Hutchinson DT, Greger B, IEEE Trans Neural Syst Rehabil Eng 2010 18 424 432 20378481
21. Multifunction myoelectric control using a linear electrode array. Davidge K, Masters of Science in Engineering University of New Brunswick, Electrical and Computer Engineering 1999
22. A new hierarchical approach for simultaneous control of multi-joint powered prostheses. Young A, Smith L, Rouse E, Hargrove L, IEEE/RAS-EMBS International Conference on Biomedical Robotics and Biomechatronics Rome, Italy 2012
23. A multiple-layer finite-element model of the surface EMG signal. Lowery MM, Stoykov NS, Taflove A, Kuiken TA, IEEE Trans Biomed Eng 2002 49 446 454 10.1109/10.995683 12002176
24. Patient training for functional use of pattern recognition-controlled prostheses. Simon A, Lock B, Stubblefield K, Journal of Prosthetics & Orthotics 2012 24 56 64 10.1097/JPO.0b013e3182515437 22563231
25. Determining the optimal window length for pattern recognition-based myoelectric control: balancing the competing effects of classification error and controller delay. Smith LH, Hargrove LJ, Lock BA, Kuiken TA, IEEE Trans Neural Syst Rehabil Eng 2011 19 186 192 21193383
26. Study of stability of time-domain features for electromyographic pattern recognition. Tkach D, Huang H, Kuiken T, J Neuroeng Rehabil 2010 7 1 21 10.1186/1743-0003-7-1 20064261
27. Target achievement control test: evaluating real-time myoelectric pattern-recognition control of multifunctional upper-limb prostheses. Simon A, Hargrove L, Lock BA, Kuiken T, J Rehabil Res Dev 2011 18 619 628
28. A decision-based velocity ramp for minimizing the effect of misclassifications during real-time pattern recognition control. Simon A, Hargrove L, Lock BA, Kuiken T, IEEE Trans Biomed Eng 2011 58 2360 2368
29. Outcome measure results of pattern recognition control of a multifunction hand-wrist system: a case study. Miller L, Stubblefield K, Finucane S, Myelectric Controls Symposium Fredericton, CA 2011