Spectrogram analysis of arterial Doppler signals for off-line automated hits detection

被引:8
作者
Roy, E
Montrésor, S
Abraham, P
Saumet, JL [1 ]
机构
[1] CHU Angers, Lab Physiol & Explorat Fonctionnelles Vasc, F-49033 Angers 01, France
[2] Univ Maine, Lab Informat, F-72085 Le Mans, France
关键词
spectrogram; Doppler ultrasound; embolism; detection;
D O I
10.1016/S0301-5629(98)00173-2
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
Recently, a time processing of arterial Doppler signals was proposed to detect automatically high-intensity transient signals (HITS). This technique provided satisfactory detection results, but was not always constantly accurate, particularly with high-resistance blood velocity profiles. A time-frequency processing, based on the spectrogram, is presented to detect the presence of emboli in the arterial Doppler signals. The method uses the narrow-band hypothesis and extracts the detection criterion from the time-frequency representation (TFR). A first database of 560 peripheral arterial Doppler HITS was created to study microemboli and to define the normal limits to be used in our method. A threshold was experimentally defined using this database, and then applied to 38 recordings from 12 patients. Using another database, 6 human expert Doppler users reported 140, 176, 155, 161, 161 and 146 HITS, corresponding to a total of 197 different observed HITS. When an event was detected by at least 6, 5, 4, 3, 2 and 1 of the observers, sensitivity of the automatic detection was 93.9, 91.7, 89.6, 88.7, 84.7 and 73.1%, respectively. The sensitivity of our automatic detection is, thus, highly associated with the number of observers in agreement. A preliminary experiment has been performed to test the method in the case of long recording duration. In 15 patients, 6 h 24 min of recordings have been analyzed. The proposed automated processing provided an overall sensibility of 91.5%. The present work shows that this detection scheme preserves good sensibility and improves the positive predictive value compared with the time-processing recently proposed. (C) 1999 World Federation for Ultrasound in Medicine & Biology.
引用
收藏
页码:349 / 359
页数:11
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