M. Akay et al., NONINVASIVE CHARACTERIZATION OF THE SOUND PATTERN CAUSED BY CORONARY-ARTERY STENOSIS USING FTF FAEST ZERO TRACKING FILTERS - NORMAL ABNORMAL STUDY, Annals of biomedical engineering, 21(2), 1993, pp. 175-182
In this article, a new approach has been proposed to investigate the e
xtraction of useful information from diastolic heart sounds caused by
partially occluded coronary arteries. This method, which estimates and
tracks the zeros (poles) of the diastolic heart sounds directly, take
s advantage of the FTF/FAEST (Fast Transversal Filters/Fast a Posterio
ri Error Sequential) technique which possesses the fast convergence pr
operty of the Recursive Least Square (RLS) method and the computationa
l simplicity of the Least Mean Square (LMS) method. In previous studie
s, the main assumption was that the diastolic heart sounds were a stat
ionary process. Since the production of the heart sounds is not a stat
ionary process, a new approach that performs well not only for station
ary but also for nonstationary processes can be required. This require
ment can be satisfied by the adaptive FTF/FAEST zero tracking method w
hich provides fast and stable convergence as well as computational eff
iciency since the adaptive FTF/FAEST zero tracking method is based on
the exact minimization of least squares criteria and the filter weight
s of this method are optimal at each time instant. The zero trajectori
es of the diastolic heart sounds were used to diagnose patients as dis
eased or normal. Results showed that the normal and abnormal records w
ere incorrectly distinguished in only 6 of 35 cases using a blind prot
ocol where analysis was done without knowledge of the actual disease s
tates of the patients. The most discriminant time region of the zero t
rajectories of the diastolic heart sounds associated with coronary art
ery disease was between 200 and 300 msec after the second heart sound
during the diastolic period.