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心电图逆问题:基于心外膜表面单层和双层源的一种解决方案。

The inverse problem of electrocardiography: a solution in terms of single- and double-layer sources of the epicardial surface.

作者信息

Horácek B M, Clements J C

机构信息

Department of Physiology and Biophysics, Dalhousie University, Halifax, Nova Scotia, Canada.

出版信息

Math Biosci. 1997 Sep;144(2):119-54. doi: 10.1016/s0025-5564(97)00024-2.

Abstract

An approach to the inverse problem of electrocardiography that involves an estimation of the electric potentials (double-layer equivalent sources) on the heart's epicardial surface from the electrocardiographic potentials that are measurable on the body surface has received considerable attention. This report deals with a heretofore unexplored extension of this approach, one that yields, in addition to the electric potentials on the epicardial surface, the normal components of their gradients (single-layer equivalent sources). We show that this formulation has at least three advantages over the formulation in term of epicardial potentials alone: (1) single-layer equivalent sources, which reflect the flow of current across the epicardial surface, are well suited for the imaging of regional ischemia and infarction; (2) the transfer matrix linking the epicardial and body-surface potentials for this formulation is less ill conditioned than that for the formulation in terms of potentials alone; (3) the input vector for inverse calculations consists of spatially filtered (rather that directly measured and therefore noise) body-surface potentials. To establish the feasibility of this new formulation of the inverse problem and to compare it with the formulation in terms of potentials alone, we used a realistically shaped boundary-element model of human torso. By calculating singular values less ill conditioned. We then directly calculated epicardial and body-surface potentials for a single dipole located centrally and for three simultaneously active dipoles located eccentrically in the torso's heart region and used these results to test three methods that are prerequisites of a successful inverse solution: Tikhonov regularization, linearly constrained least squares, and an L-curve method. The feasibility of the new formulation was demonstrated by the fact that the method based on the linearly constrained least squares improved on overregularized Tikhonov solutions over a wide range of regularization parameters, and it yielded solutions that were more accurate than the best-possible Tikhonov solutions. Moreover, the L-curve solution procedure, which requires no a priori information about the solution, yielded slightly underregularized, but accurate, estimates for the optimal regularization parameter and the corresponding best-possible Tikhonov solution. Our results also showed that replacing--in the interest computational economy--quadrature formulas for the planar triangles with various approximate formulas for the nodes of the model reduces the accuracy of the inverse solution.

摘要

一种心电图逆问题的求解方法备受关注,该方法旨在根据体表可测量的心电图电位估计心脏心外膜表面的电位(双层等效源)。本报告探讨了此方法此前未被探索的扩展内容,即除了心外膜表面的电位外,还能得出其梯度的法向分量(单层等效源)。我们表明,相较于仅依据心外膜电位的公式,该公式至少具有三个优势:(1)单层等效源反映了跨心外膜表面的电流流动,非常适合用于区域缺血和梗死的成像;(2)此公式中连接心外膜电位与体表电位的传递矩阵的病态性比仅依据电位的公式更小;(3)逆计算的输入向量由空间滤波后的(而非直接测量因而含噪声的)体表电位组成。为确定这种逆问题新公式的可行性,并将其与仅依据电位的公式进行比较,我们使用了逼真形状的人体躯干边界元模型。通过计算奇异值来降低病态性。然后,我们直接计算位于中心的单个偶极子以及位于躯干心脏区域偏心位置的三个同时激活的偶极子的心外膜电位和体表电位,并利用这些结果来测试成功进行逆解的三个先决条件方法:蒂霍诺夫正则化、线性约束最小二乘法和L曲线法。基于线性约束最小二乘法的方法在广泛的正则化参数范围内比过度正则化的蒂霍诺夫解有所改进,并且得出的解比最佳可能的蒂霍诺夫解更准确,这一事实证明了新公式的可行性。此外,无需关于解的先验信息的L曲线求解过程,对最优正则化参数和相应的最佳可能蒂霍诺夫解得出了略微欠正则化但准确的估计。我们的结果还表明,为了计算经济,用模型节点的各种近似公式替代平面三角形的求积公式会降低逆解的准确性。

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