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Estimation and evaluation of sub-bands on LF and HF base-bands in HRV for Ventricular Tachyarrhythmia patients

机译:室性快速性心律失常患者HRV LF和HF基带子带的估计和评估

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摘要

Heart Rate Variability (HRV) is an efficient tool for assessment of Sympathovagal Balance (SB) and classification of cardiac disturbances. However, its index may be not enough for classification and evaluation of some disease. This study presents 32 new sub-bands over LF and HF base-bands that are accepted in the literature. Moreover, it determines dominant sub-bands over both base-bands in VTA database. These sub-bands are obtained using Wavelet Packet Transform (WPT) and evaluated using Multilayer Percep-tron Neural Networks (MLPNN). Results are compared with obtained results from normal datasets. The domination effects of these sub-bands are assessed according to comparison of each other related to MLPNN training and test accuracy percentages by selecting different width of windows. As a result, obtained results showed that the LF zone including LF_1, LF_2 and LF_3 sub-bands on 0.0390625-0.0859375 Hz frequency range is the most dominant over the LF base-band and, the HF zone including HF1, HF2 and HF3 on 0.1953125-0.28125 Hz frequency range is the most dominant over the HF baseband. In normal datasets, distinctive domination effect has not been determined.
机译:心率变异性(HRV)是评估交感神经平衡(SB)和心脏疾病分类的有效工具。但是,其指数可能不足以对某些疾病进行分类和评估。这项研究提出了LF和HF基带上的32个新子带,这些新带在文献中被接受。此外,它确定了VTA数据库中两个基带上的主要子带。这些子带使用小波包变换(WPT)获得,并使用多层Percep-tron神经网络(MLPNN)进行评估。将结果与从正常数据集获得的结果进行比较。通过选择不同的窗口宽度,根据与MLPNN训练和测试准确度百分比相关的彼此比较,评估这些子带的主导效应。结果,获得的结果表明,在0.0390625-0.0859375 Hz频率范围内,包括LF_1,LF_2和LF_3子带的LF区在LF基带上是最主要的;在0.1953125上包括HF1,HF2和HF3的HF区。 -0.28125 Hz频率范围是整个HF基带中最主要的。在正常数据集中,尚未确定明显的支配效应。

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