Detection and identification of first and second heart sounds using empirical mode decomposition

被引:11
作者
Bajelani, Kourosh [1 ]
Navidbakhsh, Mahdi [1 ]
Behnam, Hamid [2 ]
Doyle, John D. [3 ]
Hassani, Kamran [4 ]
机构
[1] Iran Univ Sci & Technol, Dept Mech Engn, Tehran, Iran
[2] Iran Univ Sci & Technol, Dept Elect Engn, Tehran, Iran
[3] Case Western Reserve Univ, Lerner Coll Med, Cleveland Clin, Dept Gen Anesthesiol, Cleveland, OH 44106 USA
[4] Islamic Azad Univ, Dept Biomech, Sci & Res Branch, Tehran 7754515, Iran
关键词
Phonocardiography; auscultation; first heart sound; second heart sound; systolic period; diastolic period; murmurs; empirical mode decomposition; segmentation; SEGMENTATION; RESPIRATION; PATTERNS;
D O I
10.1177/0954411913493734
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
We present a novel, low complexity method for the detection of the first and second of heart sounds (S1 and S2, respectively) and the periods of systole and diastole without using an electrocardiogram reference. The algorithm uses a technique called empirical mode decomposition to produce intensity envelopes of the main heart sounds in the time domain. The performance of the algorithm was evaluated using 14,000 cardiac periods from 100 normal and abnormal digital phonocardiographic recordings. The sensitivity of the detection method was 88.3% for both S1 and S2, and the precision (positive predictive value) was 95.8% for both S1 and S2.
引用
收藏
页码:976 / 987
页数:12
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