• DocumentCode
    140171
  • Title

    Statistics of inter-spike intervals as a routine measure of accuracy in automatic decomposition of surface electromyogram

  • Author

    Xiaogang Hu ; Suresh, Nina L. ; Jeon, Brian ; Shin, Hae-Young ; Rymer, William Z.

  • Author_Institution
    Sensory Motor Performance Program, Rehabilitation Inst. of Chicago, Chicago, IL, USA
  • fYear
    2014
  • fDate
    26-30 Aug. 2014
  • Firstpage
    3541
  • Lastpage
    3544
  • Abstract
    Automated motor unit (MU) decomposition algorithms of surface electromyogram (EMG) have been developed recently. However, a routine estimate of the decomposition accuracy is still lacking. The objective of this preliminary study was to examine the statistics of the inter-spike intervals (ISIs) of the identified MUs as a measure of the decomposition accuracy, such that the ISI analysis can be used as a routine procedure to assess the accuracy of the surface identified MU spike timings. A surface EMG recording and decomposition system was used to record EMG signals and extract single MU activities from the first dorsal interosseous muscle of three healthy individuals. The estimated ISI statistics were cross-validated with decomposed MUs from simultaneous intramuscular EMG recordings. Our preliminary results reveal that the distribution of the ISIs, specifically the deviation from the Gaussian distribution as represented by secondary peaks at the short or long ISIs, can provide information regarding the spurious errors and missed firing errors in the decomposition. In addition, the variability (coefficient of variation) of the ISIs also correlated inversely with the decomposition accuracy. These findings show that the ISI statistics can be used to assess the spike timing accuracy of the identified MUs from surface EMG decomposition algorithms.
  • Keywords
    Gaussian distribution; electromyography; medical signal processing; Gaussian distribution; ISI analysis; automated motor unit decomposition algorithms; automatic decomposition accuracy; coefficient-of-variation; dorsal interosseous muscle; inter-spike interval statistics; missed firing errors; routine measure; simultaneous intramuscular EMG recordings; single MU activities extraction; spike timing accuracy; spurious errors; surface EMG decomposition algorithms; surface EMG signal recording; surface electromyogram; surface identified MU spike timings; Accuracy; Electromyography; Firing; Force; Histograms; Muscles; Thumb;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society (EMBC), 2014 36th Annual International Conference of the IEEE
  • Conference_Location
    Chicago, IL
  • ISSN
    1557-170X
  • Type

    conf

  • DOI
    10.1109/EMBC.2014.6944387
  • Filename
    6944387