Title :
Wavelet Based Analysis of Doppler Ultrasonic Wrist-pulse Signals
Author :
Zhang, Dongyu ; Zhang, Lei ; Zhang, David ; Zheng, Yongping
Author_Institution :
Dept. of Comput., Hong Kong Poltechnic Univ., Hong Kong
Abstract :
Traditional Chinese pulse diagnosis (TCPD) is one of the most important diagnostic techniques in Traditional Chinese Medicine (TCM) and computerized analysis of pulse signals is a crucial step in objectifying and standardizing TCPD. In this work, we use Doppler ultrasonic device to collect wrist-pulse signals from patients with gastritis and cholecystitis as well as healthy persons. After extracting the envelopes of ultrasonic pulse contour, wavelet (packet) transforms are applied to decompose the pulse signals and extract the wavelet features. Together with some Doppler ultrasonic diagnostic parameters, such as STI, RI, etc., a two-category classifier is employed to distinguish the unhealthy persons from healthy ones, and tell the patients from different diseases. 12 gastritis sufferers (Group G), 15 cholecystitis sufferers (Group C) and 19 healthy persons (Group H) were involved in the experiment. An accuracy of 80. 77% and an accuracy of 86.21% are achieved in discriminating Group G and Group C from Group H, respectively, and the classification accuracy between Group G and Group C can reach 100%.
Keywords :
Doppler measurement; biomedical ultrasonics; diseases; feature extraction; medical signal processing; wavelet transforms; Doppler ultrasonic wrist-pulse signals; cholecystitis; diseases; feature extraction; gastritis; signal decomposition; traditional Chinese medicine; traditional Chinese pulse diagnosis; ultrasonic pulse contour; wavelet transforms; Acoustic devices; Biomedical informatics; Cardiac disease; Cardiovascular diseases; Humans; Liver diseases; Medical diagnostic imaging; Signal analysis; Wavelet analysis; Wavelet packets; Pattern recognition; Pulse diagnosis; Traditional Chinese Medicine; Wavelet transform;
Conference_Titel :
BioMedical Engineering and Informatics, 2008. BMEI 2008. International Conference on
Conference_Location :
Sanya
Print_ISBN :
978-0-7695-3118-2
DOI :
10.1109/BMEI.2008.326