Instantaneous parameter estimation in cardiovascular time series by harmonic and time-frequency analysis

被引:39
作者
Monti, A
Médigue, C
Mangin, L
机构
[1] French Natl Inst Res Comp Sci & Control, INRIA, Project SOSSA, F-78153 Le Chesnay, France
[2] Grp Hosp Pitie Salpetriere, UPRES 2397, Pneumol & Intens Care Unit Dept, Paris, France
关键词
autonomic nervous system; blood pressure variability; complex demodulation; heart rate variability; Wigner-Ville distribution;
D O I
10.1109/TBME.2002.805478
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Time-frequency distributions, such as smoothed pseudo Wigner-Ville distribution (SPWVD), complex demodulation (CDM), and provide useful time-varying spectral parameter estimators. However, each of these methods has limitations that a joint utilization could largely reduce, due to their interesting complementary features. The aim of this paper is to validate the joint SPWVD-CDM method on synthetic and real cardiovascular time series with normal and reduced variability such as in autonomic blockade or autonomic deficiency. We propose two indexes related to the noise present in the signal and to the dispersion of the power spectrum in order to validate instantaneous parameter estimation. In the low-frequency band, the interpretation of the instantaneous frequency and phase of cardiovascular time-series should be discarded in many real-life situations. Conversely, in the high frequency band, under paced breathing, the reliability of the instantaneous parameters is demonstrated even in conditions of reduced cardiovascular variability.
引用
收藏
页码:1547 / 1556
页数:10
相关论文
共 27 条
[1]   POWER SPECTRUM ANALYSIS OF HEART-RATE FLUCTUATION - A QUANTITATIVE PROBE OF BEAT-TO-BEAT CARDIOVASCULAR CONTROL [J].
AKSELROD, S ;
GORDON, D ;
UBEL, FA ;
SHANNON, DC ;
BARGER, AC ;
COHEN, RJ .
SCIENCE, 1981, 213 (4504) :220-222
[2]   RESPIRATORY SINUS ARRHYTHMIA - FREQUENCY DEPENDENT PHENOMENON [J].
ANGELONE, A ;
COULTER, NA .
JOURNAL OF APPLIED PHYSIOLOGY, 1964, 19 (03) :479-&
[3]  
[Anonymous], TIME FREQUENCY TOOLB
[4]  
[Anonymous], P IEEE, DOI DOI 10.1109/5.135378
[5]  
BLOOMFIELD P, 1976, FOURIER ANAL TIME SE, P118
[6]   AN EFFICIENT REAL-TIME IMPLEMENTATION OF THE WIGNER VILLE DISTRIBUTION [J].
BOASHASH, B ;
BLACK, PJ .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1987, 35 (11) :1611-1618
[7]   ESTIMATING AND INTERPRETING THE INSTANTANEOUS FREQUENCY OF A SIGNAL .1. FUNDAMENTALS [J].
BOASHASH, B .
PROCEEDINGS OF THE IEEE, 1992, 80 (04) :520-538
[8]  
Camm AJ, 1996, CIRCULATION, V93, P1043
[9]  
Chiollaz M., 1978, Annales des Telecommunications, V33, P69
[10]   TIME FREQUENCY-DISTRIBUTIONS - A REVIEW [J].
COHEN, L .
PROCEEDINGS OF THE IEEE, 1989, 77 (07) :941-981