Determining the Hurst exponent of fractal time series and its application to electrocardiographic analysis

被引:44
作者
DePetrillo, PB [1 ]
Speers, D
Ruttimann, UE
机构
[1] Unit Clin & Biol Res, Sect Clin Sci, Clin Studies Lab, Bethesda, MD USA
[2] Thomson Labs, Intelligent Syst, Rockville, MD USA
[3] NIAAA, Sect Brain Electrophysiol & Imaging, Div Intramural Clin & Biol Res, NIH, Bethesda, MD USA
关键词
heart; nonlinear dynamics; fractals; electrocardiography; software;
D O I
10.1016/S0010-4825(99)00018-9
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
An alternative regression-based method for estimating the Hurst coefficient of a fractal time series is proposed. A formal mathematical description of the methodology is presented. The geometric relationship of the algorithm to the family of self-similar fractal curves is outlined. The computational structure of the algorithm is optimal for generation of real-time estimates of H. We show that the method can be applied to biologically-derived time series such as the cardiac interbeat interval and we obtain estimates of H from several diverse electrocardiographic data sets. (C) 1999 Published by Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:393 / 406
页数:14
相关论文
共 14 条
[1]  
Barnsley M.F., 1988, The Science of Fractal Images
[2]   EVALUATION OF THE DISPERSIONAL ANALYSIS METHOD FOR FRACTAL TIME-SERIES [J].
BASSINGTHWAIGHTE, JB ;
RAYMOND, GM .
ANNALS OF BIOMEDICAL ENGINEERING, 1995, 23 (04) :491-505
[3]   Fractal component of variability of heart rate and systolic blood pressure in congestive heart failure [J].
Butler, GC ;
Ando, S ;
Floras, JS .
CLINICAL SCIENCE, 1997, 92 (06) :543-550
[4]  
Feder J., 1988, FRACTALS
[5]   A comparison of analytical methods for the study of fractional Brownian motion [J].
Fischer, R ;
Akay, M .
ANNALS OF BIOMEDICAL ENGINEERING, 1996, 24 (04) :537-543
[6]  
Makikallio TH, 1997, AM J CARDIOL, V80, P779
[7]   Fractal analysis of heart rate dynamics as a predictor of mortality in patients with depressed left ventricular function after acute myocardial infarction [J].
Mäkikallio, TH ;
Hoiber, S ;
Kober, L ;
Torp-Pedersen, C ;
Peng, CK ;
Goldberger, AL ;
Huikuri, HV .
AMERICAN JOURNAL OF CARDIOLOGY, 1999, 83 (06) :836-839
[8]   FRACTIONAL BROWNIAN MOTIONS FRACTIONAL NOISES AND APPLICATIONS [J].
MANDELBROT, BB ;
VANNESS, JW .
SIAM REVIEW, 1968, 10 (04) :422-+
[9]  
Peng Chung-Kang, 1994, Integrative Physiological and Behavioral Science, V29, P283, DOI 10.1007/BF02691332
[10]   CORRELATION OF HEART-RATE VARIABILITY WITH CLINICAL AND ANGIOGRAPHIC VARIABLES AND LATE MORTALITY AFTER CORONARY ANGIOGRAPHY [J].
RICH, MW ;
SAINI, JS ;
KLEIGER, RE ;
CARNEY, RM ;
TEVELDE, A ;
FREEDLAND, KE .
AMERICAN JOURNAL OF CARDIOLOGY, 1988, 62 (10) :714-717