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Cardiopulmonary Resuscitation Pattern Evaluation Based on Ensemble Empirical Mode Decomposition Filter via Nonlinear Approaches

机译:基于整体经验模式分解滤波器的非线性方法心肺复苏模式评估

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摘要

Good quality cardiopulmonary resuscitation (CPR) is the mainstay of treatment for managing patients with out-of-hospital cardiac arrest (OHCA). Assessment of the quality of the CPR delivered is now possible through the electrocardiography (ECG) signal that can be collected by an automated external defibrillator (AED). This study evaluates a nonlinear approximation of the CPR given to the asystole patients. The raw ECG signal is filtered using ensemble empirical mode decomposition (EEMD), and the CPR-related intrinsic mode functions (IMF) are chosen to be evaluated. In addition, sample entropy (SE), complexity index (CI), and detrended fluctuation algorithm (DFA) are collated and statistical analysis is performed using ANOVA. The primary outcome measure assessed is the patient survival rate after two hours. CPR pattern of 951 asystole patients was analyzed for quality of CPR delivered. There was no significant difference observed in the CPR-related IMFs peak-to-peak interval analysis for patients who are younger or older than 60 years of age, similarly to the amplitude difference evaluation for SE and DFA. However, there is a difference noted for the CI (p < 0.05). The results show that patients group younger than 60 years have higher survival rate with high complexity of the CPR-IMFs amplitude differences.
机译:高质量的心肺复苏(CPR)是治疗院外心脏骤停(OHCA)患者的主要治疗手段。现在可以通过可通过自动体外除颤器(AED)收集的心电图(ECG)信号来评估所传送的CPR的质量。这项研究评估了心搏停止患者的CPR的非线性近似值。使用集成经验模式分解(EEMD)对原始ECG信号进行滤波,然后选择CPR相关的固有模式函数(IMF)进行评估。此外,整理了样本熵(SE),复杂度指数(CI)和去趋势波动算法(DFA),并使用ANOVA进行了统计分析。评估的主要结局指标是两个小时后的患者存活率。分析了951个心搏停止患者的CPR模式,以评估其CPR的质量。对于年龄小于或等于60岁的患者,在CPR相关的IMF峰峰值间隔分析中没有观察到显着差异,类似于SE和DFA的幅度差异评估。但是,CI值存在差异(p <0.05)。结果表明,年龄小于60岁的患者组具有较高的生存率,并且CPR-IMF幅度差异的复杂性很高。

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