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Multifractal Detrended Fluctuation Analysis of Congestive Heart Failure Disease Based on Constructed Heartbeat Sequence

多重分形系统 心跳 心率变异性 心力衰竭 去趋势波动分析 计算机科学 心电图 心率 心脏病学 内科学 医学 小波 人工智能 数学 模式识别(心理学) 分形 算法 血压 数学分析 缩放比例 计算机安全 几何学
作者
Shan Li
出处
期刊:IEEE Access [Institute of Electrical and Electronics Engineers]
卷期号:8: 205244-205249 被引量:13
标识
DOI:10.1109/access.2020.3037080
摘要

Heart rate variability (HRV) can be used as a common detection method for congestive heart failure (CHF). Existing researches regarding HRV, including both linear indicators and nonlinear characteristics, are mostly based on the RR intervals of the ECG signal. This article proposed a sequence that can reflect the regulation of sympathetic and parasympathetic nerve on heart rate, and on this basis, conducted multifractal detrended fluctuation analysis (MFDFA). We extracted multifractal features to quantitatively compare the complexity of proposed sequence between the healthy and CHF groups. Results showed that abnormal physiological and pathological conditions due to the weakening of autonomic nerve control can reduce the complexity of the heartbeat signal. Estimate the separation performance of all features, the best discrimination is obtained for the area under the mass index spectrum S1 τ as providing 100% accuracy in separating the Healthy Young and CHF groups, and 90.93% separation accuracy between the Healthy Elderly and CHF groups. This work provide a good basis for the diagnosis of CHF with a novel perspective.
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