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Correcting Undersampled Cardiac Sources in Equivalent Double Layer Forward Simulations

机译:在等效的双层向前模拟中纠正欠采样的心脏源

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Electrocardiographs Imaging (ECGI) requires robust ECG forward simulations to accurately calculate cardiac activity. However, many questions remain regarding ECG forward simulations, for instance: there are not common guidelines for the required cardiac source sampling. In this study we test equivalent double layer (EDL) forward simulations with differing cardiac source resolutions and different spatial interpolation techniques. The goal is to reduce error caused by undersampling of cardiac sources and provide guidelines to reduce said source undersampling in ECG forward simulations. Using a simulated dataset sampled at 5 spatial resolutions, we computed body surface potentials using an EDL forward simulation pipeline. We tested two spatial interpolation methods to reduce error due to undersampling triangle weighting and triangle splitting. This forward modeling pipeline showed high frequency artifacts in the predicted ECG time signals when the cardiac source resolution was too low. These low resolutions could also cause shifts in extrema location on the body surface maps. However, these errors in predicted potentials can be mitigated by using a spatial interpolation method. Using spatial interpolation can reduce the number of nodes required for accurate body surface potentials from 9,218 to 2,306. Spatial interpolation in this forward model could also help improve accuracy and reduce computational cost in subsequent ECGI applications.
机译:心电图映像(ECGI)需要强大的ECG正向模拟,以准确计算心脏活动。但是,仍有许多问题仍然存在ECG正向模拟,例如:所需的心源采样没有共同的指导方针。在这项研究中,我们使用不同的心源分辨率和不同的空间插值技术测试等效的双层(EDL)正向模拟。目标是减少由心脏源的欠采样引起的误差,并提供指导原则,以减少ECG向前模拟中的所述来源欠采样。使用以5个空间分辨率采样的模拟数据集,我们使用EDL前进仿真管道计算体表电位。我们测试了两个空间插值方法,以减少由于欠采样三角加权和三角形分裂而导致的错误。该前向建模管线在心源分辨率太低时显示了预测的ECG时间信号中的高频伪像。这些低分辨率也可能导致身体表面图上的极值位置的变化。然而,通过使用空间插值方法可以减轻预测电位中的这些误差。使用空间插值可以减少9,218至2,306的精确体表电位所需的节点数量。该前向模型中的空间插值还可以帮助提高准确性并降低随后的ECGI应用中的计算成本。

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