X. Zhang et al., TIME-FREQUENCY SCALING TRANSFORMATION OF THE PHONOCARDIOGRAM BASED OFTHE MATCHING PURSUIT METHOD, IEEE transactions on biomedical engineering, 45(8), 1998, pp. 972-979
A time-frequency scaling transformation based on the matching pursuit
(MP) method is developed for the phonocardiogram (PCG). The MP method
decomposes a signal into a series of time-frequency atoms by using an
iterative process, The modification of the time scale of the PCG can b
e performed without perceptible change in its spectral characteristics
. It is also possible to modify the frequency scale without changing t
he temporal properties. The technique has been tested on 11 PCG's cont
aining heart sounds and different murmurs. A scaling/inverse-scaling p
rocedure was used for quantitative evaluation of the scaling performan
ce. Both the spectrogram and a MP-based Wigner distribution were used
for visual comparison in the time-frequency domain. The results showed
that the technique is suitable and effective for the time-frequency s
cale transformation of both the transient property of the heart sounds
and the more complex random property of the murmurs. It is also shown
that the effectiveness of the method is strongly related to the optim
ization of the parameters used for the decomposition of the signals.