Multiobjective Optimization Approach to Localization of Ectopic Beats by Single Dipole: Case Study

J. Svehlíková, J. Zelinka, M. Tysler, P. Tiňo
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Abstract

A novel reliability parameter was suggested for the inverse solution using a single dipole for localization of the origin of an undesired ventricular activity from clinical data.Body surface potential maps (BSPMs) were measured for several minutes on the patient with premature ventricular contractions and implanted cardiostimulator. The measured signal was segmented into ECG beats that were further clustered according to their morphology. Assuming a normal distribution of the signals within the cluster a parameter "reliability score" (RS) evaluating the distribution of the inversely computed dipole moments was suggested. Then the optimal inverse solution (dipole) was estimated in the multi-objective optimization setting through simultaneous optimization of both the relative residual error (RRE) between the input BSPM and the map computed by the inverse dipole and the RS parameter.The method was applied on BSPMs measured for 5 minutes of imposed pacing (498 beats). The inclusion of the reliability score lead to improvement of the localization error from 16 mm (RRE only) to 11 mm (RRE+RS) and from 13 to 9 mm for a homogeneous and inhomogeneous torso, respectively.
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单偶极子异位搏动定位的多目标优化方法:案例研究
一个新的可靠性参数提出了反解决方案,使用一个单一的偶极子定位的起源不希望的心室活动从临床数据。体表电位图(BSPMs)测量几分钟的患者室性早搏和植入心脏刺激器。测量信号被分割成心电拍,并根据其形态进一步聚类。假设信号在簇内呈正态分布,提出了一个参数“可靠性分数”(RS)来评价反向计算的偶极矩的分布。然后,通过同时优化输入BSPM与逆偶极子和RS参数计算的映射之间的相对残差(RRE),估计出多目标优化设置下的最优逆解(偶极子)。该方法应用于强制起搏5分钟(498次)的BSPMs测量。纳入信度评分后,均匀躯干和非均匀躯干的定位误差分别从16 mm(仅RRE)改善到11 mm (RRE+RS)和13 mm改善到9 mm。
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