An analysis of EMG electrode configuration for targeted muscle reinnervation based neural machine interface

He Huang*, Ping Zhou, Guanglin Li, Todd A. Kuiken

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

125 Scopus citations

Abstract

Targeted muscle reinnervation (TMR) is a novel neural machine interface for improved myoelectric prosthesis control. Previous high-density (HD) surface electromyography (EMG) studies have indicated that tremendous neural control information can be extracted from the reinnervated muscles by EMG pattern recognition (PR). However, using a large number of EMG electrodes hinders clinical application of the TMR technique. This study investigated a reduced number of electrodes and the placement required to extract sufficient neural control information for accurate identification of user movement intents. An electrode selection algorithm was applied to the HD EMG recordings from each of four TMR amputee subjects. The results show that when using only 12 selected bipolar electrodes the average accuracy over subjects for classifying 16 movement intents was 93.0 (±3.3)%, just 1.2% lower than when using the entire HD electrode complement. The locations of selected electrodes were consistent with the anatomical reinnervation sites. Additionally, a practical protocol for clinical electrode placement was developed, which does not rely on complex HD EMG experiment and analysis while maintaining a classification accuracy of 88.7±4.5%. These outcomes provide important guidelines for practical electrode placement that can promote future clinical application of TMR and EMG PR in the control of multifunctional prostheses.

Original languageEnglish (US)
Pages (from-to)37-45
Number of pages9
JournalIEEE Transactions on Neural Systems and Rehabilitation Engineering
Volume16
Issue number1
DOIs
StatePublished - Feb 1 2008

Keywords

  • Classification
  • Clinical EMG electrode configurations
  • Control of artificial limbs
  • Electromyography (EMG)
  • Prosthesis
  • Targeted muscle reinnervation

ASJC Scopus subject areas

  • Internal Medicine
  • Neuroscience(all)
  • Biomedical Engineering

Fingerprint Dive into the research topics of 'An analysis of EMG electrode configuration for targeted muscle reinnervation based neural machine interface'. Together they form a unique fingerprint.

Cite this