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
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