Title :
Measure the structure in heart rate variability
Author :
He, Zhenya ; Pei, Wenjiang ; Yang, Luxi ; Hull, S.S. ; Cheung, J.Y.
Author_Institution :
Dept. of Radio Eng., Southeast Univ., Nanjing, China
Abstract :
It has been proposed that the heartbeat may display complex nonlinear dynamics, and that such behaviors may be useful for the diagnosis of risk of sudden death. Many efforts to apply such measures as the metric entropy, Lyapunov exponents, and fractal dimensions directly to physiological systems have met with considerable difficulties. According to the empirical explanation that the statistical complexity is the level of “randomness” caused by nonlinear dynamics, the authors presented a simple statistical complexity measure that is composed of Shannon entropy and Kullback Leibler information distance derived from time irreversibility. As a general indicator of correlative structure, it allowed reliable detection of periodic, quasi-periodic, linear stochastic and chaotic dynamics. The authors analyzed electrocardiograms from four groups of subjects. The RR intervals exhibited correlative structures in all subjects, more important, the estimated statistical complexities were correlated to different cardiac dynamics. These findings suggest that cardiac nonlinear dynamics is prevalent in heart, and the proposed statistical complexity measure may be a diagnostic tool for increased risk of sudden cardiac death
Keywords :
chaos; correlation methods; electrocardiography; entropy; fractals; medical signal processing; nonlinear dynamical systems; statistical analysis; ECG analysis; Kullback Leibler information distance; Lyapunov exponents; Shannon entropy; cardiac dynamics; chaotic dynamics; correlative structure; diagnostic tool; electrodiagnostics; fractal dimensions; heart rate variability structure measurement; linear stochastic dynamics; metric entropy; nonlinear dynamics; periodic dynamics; quasiperiodic dynamics; simple statistical complexity measure; sudden cardiac death risk; time irreversibility; Computer displays; Dogs; Entropy; Fractals; Heart beat; Heart rate variability; Myocardium; Physiology; Time measurement; USA Councils;
Conference_Titel :
TENCON 2000. Proceedings
Conference_Location :
Kuala Lumpur
Print_ISBN :
0-7803-6355-8
DOI :
10.1109/TENCON.2000.892232