Title :
Preliminary results on quantification of seismocardiogram morphological changes, using principal component analysis
Author :
Zakeri, Vahid ; Tavakolian, Kouhyar ; Arzanpour, Siamak ; Zanetti, John M. ; Dumont, Guy A. ; Akhbardeh, Alireza
Author_Institution :
Sch. of Mechatron. Syst. Eng., Simon Fraser Univ., Surrey, BC, Canada
Abstract :
A methodology, based on principal component analysis, is proposed to quantify beat to beat Seismocardiogram changes. The proposed method was tested over a population of 94 subjects including 35 ischemic heart disease patients. The results showed that there was an insignificant overlap between the diseased and the healthy populations in the number of principal components (NPC) and that further development of this method might yield a classification index for myocardial abnormalities. In addition such an index has potential utility in patient monitoring.
Keywords :
accelerometers; cardiovascular system; diseases; medical signal processing; patient diagnosis; patient monitoring; principal component analysis; signal classification; vibrations; NPC; beat to beat Seismocardiogram changes; classification index; diseased populations; healthy populations; ischemic heart disease patients; morphological changes; myocardial abnormalities; patient monitoring; principal component analysis; seismocardiogram quantification; Educational institutions; Electrocardiography; Electronic mail; Heart; Principal component analysis; Sociology;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2014 36th Annual International Conference of the IEEE
Conference_Location :
Chicago, IL
DOI :
10.1109/EMBC.2014.6945019