Higher order generalized eigensystem and Tikhonov regularization techniques for inverse electrocardiography

R. D. Thorne, L. Olson, T. Hrabik
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引用次数: 2

Abstract

The authors have previously presented the generalized eigensystem (GES) approach as an alternative to truncated singular value decomposition and zero order Tikhonov regularization methods for the ill-conditioned inverse problem of electrocardiography. Here, they extend their comparison of GES with Tikhonov regularization utilizing higher order regularizers applied to a realistic heart/torso geometry with measured epicardial and body surface potentials. Utilizing higher order regularizers the results from Tikhonov regularization more closely match those of the GES techniques.
逆心电图的高阶广义特征系统和Tikhonov正则化技术
作者先前提出了广义特征系统(GES)方法作为截断奇异值分解和零阶Tikhonov正则化方法的替代方案,用于心电图的病态逆问题。在这里,他们将GES与Tikhonov正则化的比较进行了扩展,利用高阶正则化应用于具有测量心外膜和体表电位的真实心脏/躯干几何。利用高阶正则化器,Tikhonov正则化的结果更接近于GES技术的结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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