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Time-frequency analysis method of heart rate variability signal based on the Hilbert spectrum | |
Dong, Hongsheng1,2; Zhang, Aihua1; Qiu, Tianshuang3; Hao, Xiaohong1 | |
2011-02-01 | |
发表期刊 | Yi Qi Yi Biao Xue Bao/Chinese Journal of Scientific Instrument |
ISSN | 02543087 |
卷号 | 32期号:2页码:271-278 |
摘要 | Frequency domain analysis for heart rate variability (HRV) signal is the basic method in testing autonomic nervous activity. In order to assess the function of autonomic nervous system and its influence on cardiovascular activity, a new method of time-frequency feature extraction and analysis of HRV signal is proposed based on the Hilbert spectrum. Hilbert-Huang transform (HHT) is performed on the HRV signal to get Hilbert time-frequency spectrum; according to the characteristic indexes of short-time HRV signal in linear frequency domain, a Hilbert energy bar chart of the HRV signal for different physiological frequency bands is plotted. The total energy, the energies of different physiological frequency bands and their normalized energies, and the energy ratios of physiological frequency bands are extracted and used for evaluating the time-frequency features of the HRV signal. The new approach was applied to the HRV signals of the young, older and heart failure patients in the MIT-BIH standard database. Results show that the time-frequency features based Hilbert time-frequency spectrum have good differentiating performance and clear physiological significance, and can reflect the physiological and pathological changes of the patients, which provides an effective method for short-time HRV signal analysis. |
关键词 | Cardiology Heart Mathematical transformations Signal analysis Spectroscopy Spectrum analysis Autonomic nervous system Heart rate variability Heart rate variability signals Hilbert Huang transforms Hilbert time-frequency spectrums Pathological changes Time frequency features Time-frequency analysis methods |
收录类别 | EI |
语种 | 中文 |
出版者 | Science Press |
EI入藏号 | 20111613926485 |
EI主题词 | Frequency domain analysis |
EI分类号 | 461.2 Biological Materials and Tissue Engineering - 461.6 Medicine and Pharmacology - 716.1 Information Theory and Signal Processing - 921.3 Mathematical Transformations |
来源库 | Compendex |
分类代码 | 461.2 Biological Materials and Tissue Engineering - 461.6 Medicine and Pharmacology - 716.1 Information Theory and Signal Processing - 921.3 Mathematical Transformations |
文献类型 | 期刊论文 |
条目标识符 | https://ir.lut.edu.cn/handle/2XXMBERH/111627 |
专题 | 电气工程与信息工程学院 |
作者单位 | 1.College of Electrical and Information Engineering, Lanzhou University of Technology, Lanzhou 730050, China; 2.Electrical Engineering Department, Lanzhou Polytechnic College, Lanzhou 730050, China; 3.College of Electrical and Information Engineering, Dalian University of Technology, Dalian 116024, China |
第一作者单位 | 兰州理工大学 |
第一作者的第一单位 | 兰州理工大学 |
推荐引用方式 GB/T 7714 | Dong, Hongsheng,Zhang, Aihua,Qiu, Tianshuang,et al. Time-frequency analysis method of heart rate variability signal based on the Hilbert spectrum[J]. Yi Qi Yi Biao Xue Bao/Chinese Journal of Scientific Instrument,2011,32(2):271-278. |
APA | Dong, Hongsheng,Zhang, Aihua,Qiu, Tianshuang,&Hao, Xiaohong.(2011).Time-frequency analysis method of heart rate variability signal based on the Hilbert spectrum.Yi Qi Yi Biao Xue Bao/Chinese Journal of Scientific Instrument,32(2),271-278. |
MLA | Dong, Hongsheng,et al."Time-frequency analysis method of heart rate variability signal based on the Hilbert spectrum".Yi Qi Yi Biao Xue Bao/Chinese Journal of Scientific Instrument 32.2(2011):271-278. |
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