Adaptive motor unit action potential clustering using shape and temporal information.

D Stashuk; Y Qu

doi:10.1007/bf02637021

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Adaptive motor unit action potential clustering using shape and temporal information.

D Stashuk·Y Qu

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Abstract

An adaptive algorithm is described that groups motor unit action potentials (MUAPs), detected in a composite EMG signal during signal decomposition, and creates partial motor unit action potential trains (MUAPTs). Data-driven MUAP shape and motor unit firing-pattern based criteria are used to form the clusters. An algorithm for estimating MUAPT temporal parameters, which provides accurate estimates even for partially defined trains, is used to obtain firing-pattern information. No a priori knowledge is required regarding the number of clusters or the distribution of their template shapes. The clustering algorithm when applied to real concentric-needle detected MUAP data provides accurate and useful clustering results. Compared to a classical leader-based algorithm, it provides more robust performance, is better able to estimate the true number of motor units represented in a set of detected MUAPs, and obtains more complete and accurate MUAPTs.

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Action Potentials Algorithms Electromyography Humans Models, Neurological Motor Neurons Signal Processing, Computer-Assisted Time Factors Journal Article

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D Stashuk, Y Qu. 1996. Adaptive motor unit action potential clustering using shape and temporal information.. https://doi.org/10.1007/bf02637021

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