• DocumentCode
    303743
  • Title

    Estimation and localization of multiple dipole sources for noninvasive mapping of muscle activity

  • Author

    Stonick, J.T. ; Jesinger, R.A. ; Stonick, V.L. ; Baumann, S.B.

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Carnegie Mellon Univ., Pittsburgh, PA, USA
  • Volume
    5
  • fYear
    1996
  • fDate
    7-10 May 1996
  • Firstpage
    2912
  • Abstract
    In this paper, we develop a method for estimating and localizing multiple current-dipole sources within a finite-element arm model from surface EMG measurements. This extends previous work (Jesinger and Stonick, 1994 and LoPresti et al., 1995) in which we developed a realistic finite-element arm model from magnetic resonance images and then solved the single source localization problem via exhaustive search. Exhaustive search, however, is unacceptable for the multi-source localization problem due to the combinatorial nature of the number of solutions. (Our finite-element arm model has on the order of 1013 possible solutions.) Thus, we present an iterative technique which alternately pares down the size of the solution space and then locates sources one at a time. Examples demonstrating the power of our algorithm are included
  • Keywords
    combinatorial mathematics; direction-of-arrival estimation; electromyography; finite element analysis; iterative methods; medical signal processing; combinatorial problem; current-dipole sources; finite-element arm model; iterative technique; multi-source localization; multiple dipole sources; muscle activity; noninvasive mapping; solution space; surface EMG measurements; Bioelectric phenomena; Biological system modeling; Electric variables measurement; Electrodes; Electromyography; Finite element methods; Humans; Muscles; Neuromuscular; Signal generators;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech, and Signal Processing, 1996. ICASSP-96. Conference Proceedings., 1996 IEEE International Conference on
  • Conference_Location
    Atlanta, GA
  • ISSN
    1520-6149
  • Print_ISBN
    0-7803-3192-3
  • Type

    conf

  • DOI
    10.1109/ICASSP.1996.550163
  • Filename
    550163