Title :
On the presence of deterministic chaos in HRV signals
Author :
I. Radojicic;D. Mandic;D. Vulic
Author_Institution :
Fac. of Electr. Eng. Banjaluka, Bosnia-Herzegovina
fDate :
6/23/1905 12:00:00 AM
Abstract :
The presence of deterministic chaos in the instantaneous heart rate variability (HRV) signal is investigated by the reconstruction of a multi-dimensional signal using a time-delay embedding method. Four methods (autocorrelation, mutual information, average displacement and visual attractor inspection) are used to determine the time-delay parameter. The dimensionality of the embedding is tested using the nearest-neighbour and correlation-dimension methods, including a surrogate data test for the correlation dimension. An analysis is also performed for calculating the largest Lyapunov exponents. The results obtained in the time-delay embedding process support the conclusion that the HRV series could be chaotic.
Keywords :
"Chaos","Heart rate variability","Delay effects","Mutual information","Autocorrelation","Testing","Databases","Cardiac disease","Cardiovascular diseases","Performance analysis"
Conference_Titel :
Computers in Cardiology 2001
Print_ISBN :
0-7803-7266-2
DOI :
10.1109/CIC.2001.977693