Wavelet-Based Spike Sorting of Muscle Spindle Afferent Nerve Activity Recorded With Thin-Film Intrafascicular Electrodes

Abstract : The continuous complex wavelet transform offers a convenient framework for neural spike sorting. Results show that wavelet-based neural spike detection outperforms simple threshold detection, especially with signals with low signal to noise ratio. Classification of action potentials using their signatures in wavelet space performed as well as a classifier based upon principal components analysis, and better than a classifier based upon template matching. Applied on experimental intrafascicular recordings of muscle spindle afferent nerve response to passive muscle stretch, the spike sorting algorithm manages to isolate afferent activity of units having a linear relationship between neural firing rate and muscle length, an important step towards a model-based estimator of muscle length.
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Communication dans un congrès
IFESS: International Functional Electrical Stimulation Society, Sep 2008, Freiburg, Germany. 13th International Conference of Functional Electrical Stimulation, 2008, 〈http://www.ifess2008.de/〉
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https://hal-lirmm.ccsd.cnrs.fr/lirmm-00321075
Contributeur : Milan Djilas <>
Soumis le : vendredi 12 septembre 2008 - 11:56:36
Dernière modification le : mercredi 3 octobre 2018 - 14:04:02
Document(s) archivé(s) le : vendredi 4 juin 2010 - 11:16:53

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2008_IFESSabstract-Milan.pdf
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  • HAL Id : lirmm-00321075, version 1

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Milan Djilas, Christine Azevedo Coste, David Guiraud, Jérôme Bourien, Ken Yoshida. Wavelet-Based Spike Sorting of Muscle Spindle Afferent Nerve Activity Recorded With Thin-Film Intrafascicular Electrodes. IFESS: International Functional Electrical Stimulation Society, Sep 2008, Freiburg, Germany. 13th International Conference of Functional Electrical Stimulation, 2008, 〈http://www.ifess2008.de/〉. 〈lirmm-00321075〉

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