Rolling ball sifting algorithm for the augmented visual inspection of carotid bruit auscultation

被引:4
作者
Huang, Adam [1 ]
Lee, Chung-Wei [2 ]
Liu, Hon-Man [2 ,3 ]
机构
[1] Natl Cent Univ, Res Ctr Adapt Data Anal, Jhongli 32001, Taiwan
[2] Natl Taiwan Univ Hosp, Dept Med Imaging, Taipei 100, Taiwan
[3] Natl Taiwan Univ, Dept Radiol, Coll Med, Taipei 100, Taiwan
来源
SCIENTIFIC REPORTS | 2016年 / 6卷
关键词
PHONOANGIOGRAPHY; RISK;
D O I
10.1038/srep30179
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Carotid bruits are systolic sounds associated with turbulent blood flow through atherosclerotic stenosis in the neck. They are audible intermittent high-frequency (above 200 Hz) sounds mixed with background noise and transmitted low-frequency (below 100 Hz) heart sounds that wax and wane periodically. It is a nontrivial task to extract both bruits and heart sounds with high fidelity for further computer-aided auscultation and diagnosis. In this paper we propose a rolling ball sifting algorithm that is capable to filter signals with a sharper frequency selectivity mechanism in the time domain. By rolling two balls (one above and one below the signal) of a suitable radius, the balls are large enough to roll over bruits and yet small enough to ride on heart sound waveforms. The high-frequency bruits can then be extracted according to a tangibility criterion by using the local extrema touched by the balls. Similarly, the low-frequency heart sounds can be acquired by a larger radius. By visualizing the periodicity information of both the extracted heart sounds and bruits, the proposed visual inspection method can potentially improve carotid bruit diagnosis accuracy.
引用
收藏
页数:9
相关论文
共 21 条
  • [1] ALLEN N, 1965, GERIATRICS, V20, P525
  • [2] BOUCHIERHAYES DJ, 1978, ARCH SURG-CHICAGO, V113, P920
  • [3] 3-DIMENSIONAL ALPHA-SHAPES
    EDELSBRUNNER, H
    MUCKE, EP
    [J]. ACM TRANSACTIONS ON GRAPHICS, 1994, 13 (01): : 43 - 72
  • [4] EDELSBRUNNER H, 1983, IEEE T INFORM THEORY, V29, P551, DOI 10.1109/TIT.1983.1056714
  • [5] Gerhard D., 2003, TECHNICAL REPORT
  • [6] SYMPTOMATIC CAROTID ISCHEMIC EVENTS - SAFEST AND MOST COST-EFFECTIVE WAY OF SELECTING PATIENTS FOR ANGIOGRAPHY, BEFORE CAROTID ENDARTERECTOMY
    HANKEY, GJ
    WARLOW, CP
    [J]. BMJ-BRITISH MEDICAL JOURNAL, 1990, 300 (6738): : 1485 - 1491
  • [7] Bandpass Empirical Mode Decomposition Using a Rolling Ball Algorithm
    Huang, Adam
    Liu, Min-Yin
    Yu, Wei-Te
    [J]. ADVANCES IN DATA SCIENCE AND ADAPTIVE ANALYSIS, 2015, 7 (1-2)
  • [8] The empirical mode decomposition and the Hilbert spectrum for nonlinear and non-stationary time series analysis
    Huang, NE
    Shen, Z
    Long, SR
    Wu, MLC
    Shih, HH
    Zheng, QN
    Yen, NC
    Tung, CC
    Liu, HH
    [J]. PROCEEDINGS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 1998, 454 (1971): : 903 - 995
  • [9] A review on Hilbert-Huang transform: method and its applications to geophysical studies
    Huang, Norden E.
    Wu, Zhaohua
    [J]. REVIEWS OF GEOPHYSICS, 2008, 46 (02)
  • [10] Kurtz K. J., 1990, CLIN METHODS HIST PH, P101