Clustering of source locations based on the transform matrix for ECG simulations

N. Takano, J. Hyttinen, P. Kauppinen, J. Malmivuo
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Abstract

In this work the number of dipole sources required for accurate ECG simulation was estimated. Locations for dipole sources were clustered so that sources in each cluster were transformed to ECG by the same matrix. The clustering was applied to an infinite homogeneous conductor model and an inhomogeneous human thorax model both for the standard 12-lead ECG simulation. In the latter model 19, 116, 326, and 678 clusters were formed from 7046 locations in cardiac muscles keeping the relative mean square errors less than 10, 4, 2, and 1%, respectively, from simulations by transforming the sources individually.
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基于变换矩阵的心电仿真源位置聚类
在这项工作中,估计了精确心电模拟所需的偶极子源的数量。对偶极子源的位置进行聚类,使每个聚类中的源通过相同的矩阵转换为ECG。将聚类方法应用于无限均匀导体模型和非均匀胸腔模型,分别用于标准12导联心电模拟。在后一种模型中,通过单独转换源的模拟,在心肌的7046个位置形成了19、116、326和678个簇,使相对均方误差分别小于10、4、2和1%。
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