ECG beat detection using filter banks

被引:483
作者
Afonso, VX
Tompkins, WJ
Nguyen, TQ
Luo, S
机构
[1] Univ Wisconsin, Dept Elect & Comp Engn, Madison, WI 53706 USA
[2] Endocardial Solut Inc, St Paul, MN 55108 USA
[3] Boston Univ, Dept Elect & Comp Engn, Boston, MA 02215 USA
[4] Space Burdick Inc, Deerfield, WI 53531 USA
关键词
electrocardiography (ECG); ECG beat detection; filter bank (FB); multirate digital signal processing;
D O I
10.1109/10.740882
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
We have designed a multirate digital signal processing algorithm to detect heartbeats in the electrocardiogram (ECG), The algorithm incorporates a filter bank (FB) which decomposes the ECG into subbands with uniform frequency bandwidths, The FB-based algorithm enables independent time and frequency analysis to be performed on a signal. Features computed from a set of the subbands and a heuristic detection strategy are used to fuse decisions from multiple one-channel beat detection algorithms. The overall beat, detection algorithm has a sensitivity of 99.59% and a positive predictivity of 99.56% against the MIT/BIH database. Furthermore this is a real-time algorithm since its beat detection latency Is minimal. The FB-based beat detection algorithm also inherently lends itself to a computationally efficient structure since the detection logic operates at the subband rate, The FB-based structure is potentially useful for performing multiple ECG processing tasks using one set of preprocessing filters.
引用
收藏
页码:192 / 202
页数:11
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