The Hilbert marginal spectrum analysis of short-term heart rate signal prior to spontaneous onset of ventricular tachyarrhythmia
Dong, Hong-Sheng; Zhang, Ai-Hua; Hao, Xiao-Hong
2011
会议名称2011 4th International Conference on Biomedical Engineering and Informatics, BMEI 2011
会议录名称Proceedings - 2011 4th International Conference on Biomedical Engineering and Informatics, BMEI 2011
卷号2
页码872-877
会议日期October 15, 2011 - October 17, 2011
会议地点Shanghai, China
出版者IEEE Computer Society
摘要The ventricular tachycardia (VT) and ventricular fibrillation (VF) are major causes of triggering sudden cardiac death (SCD) and seriously damage to human life. So, there has a very important significance on prediction research of VT/VF. In this study, the 1024 RR intervals series preceding 135 VT/VF episodes from 78 patients stored by the implantable cardioverter defibrillators (ICD) were analyzed and compared to individually acquired control time series from the same patients normally intrinsic sinus rhythms. The artifacts and ectopic beats were removed by an adaptive filtering algorithm using local variance estimation. After converting RR intervals into instantaneous heart rate (IHR), The Hilbert frequency marginal spectrum of IHR signal were analyzed based on improved Hilbert-Huang transform. Then low-frequency amplitude, high frequency amplitude, very high frequency amplitude, total amplitude and the low-to-high frequency amplitude ratio were extracted from frequency marginal spectrum of IHR signal as signal feature. In comparison with normal sinus rhythm, statistic analysis shows that high frequency amplitude (p6) and total amplitude (p
关键词Adaptive filtering Adaptive filters Biomedical engineering Defibrillators Feature extraction Implantable cardioverter defibrillators Mathematical transformations Spectrum analysis Adaptive filtering algorithms Hilbert marginal spectrum Improved Hilbert-Huang transforms Instantaneous heart rates Sudden cardiac deaths (SCD) Ventricular fibrillation Ventricular tachyarrhythmias Ventricular tachycardia
DOI10.1109/BMEI.2011.6098468
收录类别EI
语种英语
EI入藏号20120314690629
EI主题词Heart
来源库Compendex
分类代码461 Bioengineering and Biology - 462.2 Hospitals, Equipment and Supplies - 462.4 Prosthetics - 921.3 Mathematical Transformations
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文献类型会议论文
条目标识符https://ir.lut.edu.cn/handle/2XXMBERH/115935
专题电气工程与信息工程学院
作者单位College of Electrical and Information Engineering, Lanzhou University of Technology, Lanzhou, China
第一作者单位兰州理工大学
推荐引用方式
GB/T 7714
Dong, Hong-Sheng,Zhang, Ai-Hua,Hao, Xiao-Hong. The Hilbert marginal spectrum analysis of short-term heart rate signal prior to spontaneous onset of ventricular tachyarrhythmia[C]:IEEE Computer Society,2011:872-877.
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