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Detection of non-homogeneous cycles in blood flow signals in coronary grafts

机译:检测冠状动脉移植物中血流信号中的非均匀周期

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Quasi-periodic blood flow signals, obtained by means of Doppler ultrasound techniques during graft verification, may be contaminated with random distortions (artifacts not periodical not homogeneous and affecting only some cycles in the signal). These distortions are not distributed regularly and cannot be characterized statistically or modelled with a known probability distribution function. Also, it is not possible to estimate when or where they will be presented and can cause the major deformations in the cycles where they occur, including the total loss of cycle morphology. In this paper, an improved analysis method to detect the presence of such distortions is proposed. It is based on a modified mean square error method to identify the affected cycles and then, it uses the well-known and widely used method Dynamic Time Warping for reducing the false positives detection. The identification, in time domain, of the affected cycles, and their exclusion of the signal analysis, allows to estimate parameters and extract the clinically useful information needed for a correct characterization of the blood vessel and to improve the results of coronary revascularization procedures. We tested the proposed algorithm in real signals and to evaluate the results we compute the pulsatility index. The results improve the false positive reduction comparing with the method based only in the modified mean square error reported previously.
机译:在移植物验证期间通过多普勒超声技术获得的准周期性血流信号可能会受到随机失真的污染(伪影不是周期性的,不均匀的,只会影响信号中的某些周期)。这些失真不是规则分布的,并且不能通过已知的概率分布函数进行统计表征或建模。同样,无法估计何时或何地将它们呈现出来,并可能导致它们发生的循环中的主要变形,包括循环形态的全部损失。在本文中,提出了一种改进的分析方法来检测这种失真的存在。它基于改进的均方误差方法来识别受影响的周期,然后使用众所周知的且广泛使用的动态时间规整方法来减少误报检测。在时域上对受影响周期的识别及其对信号分析的排除,可以估计参数并提取正确表征血管并改善冠状动脉血运重建程序的结果所需的临床有用信息。我们在真实信号中测试了所提出的算法,并且为了评估结果,我们计算了脉动指数。与仅基于先前报告的修正均方误差的方法相比,该结果改善了假阳性减少率。

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