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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 |
DOI | 10.1109/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 |
引用统计 | 无
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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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