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Detection of shockable and non-shockable rhythms in presence of CPR artifacts by time-frequency ECG analysis

机译:通过时频心电图分析检测存在CPR伪影的可电击和不可电击的节奏

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Time-frequency domain features of chest compression (CC) artefacts, non-shockable (NShR) and shockable (ShR) rhythms were investigated. The aim was to provide reliable shock advisory analysis during CC by single channel electrocardiogram (ECG) processing. Three frequency bands were suggested to enhance specific components of the CC artefacts, NShR and ShR rhythms: (i) 2-3 Hz to emphasize the similarity of the basic wave of CC Artefacts; (ii) 4-7 Hz to highlight the irregularity of the fibrillation waves in ShR; (iii) 10-20 Hz to support the presence of QRS complexes in NShR. Based on our studies in the defined frequency bands, an automatic shock-advisory system (SAS) for detection of NShR and ShR in CC-contaminated ECGs was built. SAS assessed with ECGs from a testing dataset provided Se=94.2% for ShR, Sp=87% for NShR, Sp=83.7% for asystoles.
机译:研究了胸部压缩(CC)人工的时频域特征,研究了不可震动(NSHR)和可触扰(SHR)节奏。目的是通过单通道心电图(ECG)处理在CC期间提供可靠的震动咨询分析。建议提高三种频段,增强CC人工制品,NSHR和SHR节奏的特定组分:(i)2-3Hz,以强调CC人工制品的基本波的相似性; (ii)4-7 Hz突出了SHR中的颤动波的不规则性; (iii)10-20Hz支持NSHR中QRS复合物的存在。基于我们在规定的频段的研究基础上,建立了一种自动冲击咨询系统(SAS),用于检测CC污染的心电图中的NSHR和SHR。使用来自测试数据集的ECG评估的SAS = 94.2%的SHR,SP = 87%,对于NSHR,SP = asystoles的83.7%。

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