首页    期刊浏览 2024年12月03日 星期二
登录注册

文章基本信息

  • 标题:A DECISION SUPPORT SYSTEM FOR THE DIAGNOSIS OF HEART V AL VE DISEASES
  • 本地全文:下载
  • 作者:İbrahim Türkoğlu ; Ahmet Arslan ; Erdoğan İlkay
  • 期刊名称:Sakarya University Journal of Science
  • 印刷版ISSN:1301-4048
  • 电子版ISSN:2147-835X
  • 出版年度:2002
  • 卷号:6
  • 期号:2
  • 语种:English
  • 出版社:Sakarya University
  • 摘要:In this paper, a decision s up port system is presented for interpretation of the Doppler signals of the heart valve diseases based on the pattern recognition. This paper especially deals with the feature extraction from measured Doppler signal waveforms at the heart valve using the Doppler Ultrasound. Wavelet transforms and power spectrum estimate by Yule-Walker AR method are used to feature extract from the Doppler signals on the time-frequency domain. Wavelet entropy method is applied to these features. The back-propagation neural network is used to classify the extracted features. The performance of the developed system has been evaluated in 215 samples. The test results showed that this system was effective to detect Doppler heart sounds. The correct classification rate was about 84% for normal subjects and 95.9°/o for abnormal subjects.
  • 其他摘要:Bu çalışmada, kalp kapak Doppler sinyallerinin değerlendirilmesi için örüntü tanıma esaslı bir karar destek sistemi sunulur. Çalışmada özellikle Doppler Ultrason kullanılarak kalp kapa kJarandan alınan Doppler sinyallerinin dalga şekillerinden özellik çık
  • 关键词:Pattern recognition;Doppler heart sounds;feature extraction;wavelet decomposition;Yule-Walker AR;neural networks
  • 其他关键词:Örüntü tanıma;Doppler kalp sesleri;dalgacık ayrışımı;Yule-Walker AR;sinir ağları
国家哲学社会科学文献中心版权所有