Hp. Sava et al., SPECTRAL CHARACTERIZATION AND CLASSIFICATION OF CARPENTIER-EDWARDS HEART-VALVES IMPLANTED IN THE AORTIC POSITION, IEEE transactions on biomedical engineering, 43(10), 1996, pp. 1046-1048
This paper demonstrates an improvement in the performance of spectral
phonocardiography, combined with pattern recognition techniques for mo
nitoring the condition of bioprosthetic heart valves, The analysis of
the heart sounds is performed using a modified forward-backward overde
termined Prony's method, Results show that the condition of the biopro
sthesis affects mostly the higher part of the spectrum (i.e., above 25
0 Hz) where no frequency components were found for malfunctioning case
s. Therefore, the amplitudes of the three highest frequency components
are used as the input vector of an adaptive single layer perceptron-b
ased classifier to identify normal and malfunctioning classes, For the
sample set examined, this method gives 100% correct discrimination be
tween normal and malfunctioning Carpentier-Edwards (C-E) valves.