Title :
Cardiac Health Diagnosis using Wavelet Transformation and Phase Space Plots
Author :
Rajendra Acharya, U. ; Bhat, P. Subbanna ; Kannathal, N. ; Min, Lim Choo ; Laxminarayan, Swamy
Author_Institution :
Dept. of Electr. & Comput. Eng., Ngee Ann Polytech., Singapore
Abstract :
Analysis of heart rate variation (HRV) has become a popular noninvasive tool for assessing the activities of the autonomic nervous system (ANS). HRV analysis is based on the concept that fast fluctuations may specifically reflect changes of sympathetic and vagal activity. It shows that the structure generating the signal is not simply linear, but also involves nonlinear contributions. These signals are essentially non-stationary; may contain indicators of current disease, or even warnings about impending diseases. The indicators may be present at all times or may occur at random in the time scale. However, to study and pinpoint abnormalities in voluminous data collected over several hours is strenuous and time consuming. This paper presents the continuous time wavelet analysis of heart rate variability signal for disease identification. Phase space plots of heart rate signal for a chosen embedding dimension are compared with the wavelet analysis patterns
Keywords :
diseases; electrocardiography; fluctuations; patient diagnosis; wavelet transforms; autonomic nervous system; cardiac health diagnosis; continuous time wavelet analysis; disease identification; fluctuations; heart rate variation analysis; phase space plots; sympathetic activity; vagal activity; wavelet transformation; Autonomic nervous system; Cardiac disease; Cardiovascular diseases; Continuous wavelet transforms; Fluctuations; Heart rate variability; Signal analysis; Signal generators; Signal processing; Wavelet analysis; Heart rate; continuous wavelet transform; correlation dimension; phase space plot;
Conference_Titel :
Engineering in Medicine and Biology Society, 2005. IEEE-EMBS 2005. 27th Annual International Conference of the
Conference_Location :
Shanghai
Print_ISBN :
0-7803-8741-4
DOI :
10.1109/IEMBS.2005.1615305