Title :
Analysis of the criteria of activation-based inverse electrocardiography using convex optimization
Author :
Erem, Burak ; Van Dam, Peter M. ; Brooks, Dana H.
Author_Institution :
Dept. of ECE, Northeastern Univ., Boston, MA, USA
fDate :
Aug. 30 2011-Sept. 3 2011
Abstract :
In inverse electrocardiography (ECG), the problem of finding activation times on the heart noninvasively from body surface potentials is typically formulated as a nonlinear least squares optimization problem. Current solutions rely on iterative algorithms which are sensitive to the presence of local minima. As a result, improved initialization approaches for this problem have been of considerable interest. However, in experiments conducted on a subject with Wolff-Parkinson-White syndrome, we have observed that there may be a mismatch between favorable solutions of the optimization problem and solutions with the desired physiological characteristics. In this work, we use a method based on a convex optimization framework to explore the solution space and analyze whether the optimization criteria target their intended objective.
Keywords :
bioelectric potentials; electrocardiography; iterative methods; least squares approximations; medical disorders; nonlinear systems; optimisation; physiological models; Wolff-Parkinson-White syndrome; activation based inverse electrocardiography; body surface potential; convex optimization; heart; iterative algorithm; nonlinear least squares optimization; physiological characteristic mismatch; Electrocardiography; Heart; Optimization; Physiology; Space exploration; Surface waves; Electrocardiography; Humans; Wolff-Parkinson-White Syndrome;
Conference_Titel :
Engineering in Medicine and Biology Society, EMBC, 2011 Annual International Conference of the IEEE
Conference_Location :
Boston, MA
Print_ISBN :
978-1-4244-4121-1
Electronic_ISBN :
1557-170X
DOI :
10.1109/IEMBS.2011.6090972