Title :
Investigations on instantaneous frequency variations of RR time series in intrinsic mode functions of congestive heart failure subjects
Author :
Gupta, Puneet ; Sharma, K.K. ; Joshi, S.D. ; Dube, A.
Author_Institution :
MNIT, Jaipur, India
Abstract :
The congestive heart failure is a major cause of concern among all types of cardiovascular problems and is attributed to imbalances in sympathetic and parasympathetic nervous systems. In this paper we propose an algorithm for detection of congestive heart failure condition using the variability of instantaneous frequency of intrinsic mode functions obtained using Hilbert-Hunag Transform of RR time series in different subjects. It is observed that the instantaneous frequency of intrinsic mode functions is a key feature that is altered quite significantly with imbalances in autonomic nervous system. It is also observed through simulation results using MATLAB that higher order intrinsic mode functions of RR time series exhibit lower variations of the instantaneous frequency compared to lower order intrinsic mode functions. On the basis of this variability of instantaneous frequency of higher order intrinsic mode functions we are able to detect congestive heart failure condition in different subjects.
Keywords :
Hilbert transforms; cardiovascular system; diseases; medical signal detection; neurophysiology; time series; Hilbert-Hunag transform; MATLAB; RR time series; autonomic nervous system; cardiovascular problem; congestive heart failure condition detection; congestive heart failure subject; instantaneous frequency variation; intrinsic mode function; parasympathetic nervous system; Frequency estimation; Heart; Resonant frequency; Signal processing algorithms; Time series analysis; Time-frequency analysis; Transforms; Autonomic nervous system; Heart rate variability; Hilbert-Huang Transform; Instantaneous frequency;
Conference_Titel :
Intelligent Systems and Signal Processing (ISSP), 2013 International Conference on
Conference_Location :
Gujarat
Print_ISBN :
978-1-4799-0316-0
DOI :
10.1109/ISSP.2013.6526894