A Combination Method of Improved Impulse Rejection Filter and Template Matching for Identification of Anomalous Intervals in RR Sequences

被引:41
作者
Liu, Chenyu [1 ]
Li, Liping [1 ]
Zhao, Lina [2 ]
Zheng, Dingchang [3 ]
Li, Peng [1 ]
Liu, Changchun [1 ]
机构
[1] Shandong Univ, Sch Control Sci & Engn, Jinan 250061, Peoples R China
[2] Shandong Heng Xin Inspect Tech Exploiture Ctr, Jinan 250010, Peoples R China
[3] Newcastle Univ, Freeman Hosp, Dept Reg Med Phys, Newcastle Upon Tyne NE7 7DN, Tyne & Wear, England
基金
中国博士后科学基金; 中国国家自然科学基金;
关键词
Anomalous intervals; Electrocardiogram; Heart rate variability; Impulse rejection filter; Template matching; HEART-RATE-VARIABILITY; ECTOPIC BEATS; REMOVAL; TIME;
D O I
10.5405/jmbe.1006
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Anomalous intervals in RR sequences of electrocardiogram (ECG) introduce practical problems in heart rate variability (HRV) analysis, trauma evaluation, and other clinical applications where ECG artifact rejection is important. Impulse rejection filters (IRFs) have been used to identify anomalous intervals. However, traditional IRFs do not consider the influence of non-stationary time series of RR intervals, and cannot effectively identify anomalous intervals caused by ECG morphology changes. This study therefore improves the traditional IRF method, develops an ECG morphology feature-based template matching method, and develops a combination method of improved IRF and template matching for better identification of anomalous intervals in RR sequences. Four methods (IRF, improved IRF, template matching, and the combination method of improved IRF and template matching) are applied to the MIT-BIH arrhythmia database. 43 RR sequences that contain 30368 normal intervals and 2760 anomalous intervals are analyzed. Sensitivity and specificity analyses are performed to quantify identification performance. The sensitivity and specificity values are 86.1% and 87.0% for IRF, 92.3% and 94.9% for improved IRF, 90.7% and 95.5% for template matching, and 98.5% and 99.2% for the combination method, respectively. The results verify that the combination method is suitable for the identification of anomalous RR intervals.
引用
收藏
页码:245 / 249
页数:5
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