An algorithm for beat-to-beat heart rate detection from the BCG based on the continuous spline wavelet transform

被引:42
作者
Alvarado-Serrano, Carlos [1 ]
Samuel Luna-Lozano, Pablo [2 ,4 ]
Pallas-Areny, Ramon [3 ,5 ]
机构
[1] CINVESTAV, Inst Politecn Nacl, Ctr Invest & Estudios Avanzados, Bioelect Sect,Dept Elect Engn, Mexico City 14000, DF, Mexico
[2] Univ Veracruzana, Fac Engn Elect Instrumentat, Xalapa 91000, Veracruz, Mexico
[3] Univ Politecn Cataluna, Barcelona Tech, Instrumentat Sensors & Interfaces Grp, Barcelona, Spain
[4] Circuito Aguirre Beltran S-N, Xalapa 91060, Veracruz, Mexico
[5] EETAC, Esteve Terradas 7,Edifici C4, Barcelona 08860, Spain
关键词
BCG; Heart rate; Wavelet transform; BALLISTOCARDIOGRAPHY; SIGNAL; BED; ECG;
D O I
10.1016/j.bspc.2016.02.002
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
This work describes an algorithm intended to detect the beat-to-beat heart rate from the ballistocardiogram (BCG) obtained from seated subjects. The algorithm is based on the continuous wavelet transform with splines, which enables the selection of an optimum scale for reducing noise and mechanical interferences. The first step of the algorithm is a learning phase in which the first four heartbeats in the BCG are detected to define initial thresholds, search windows and interval limits. The learned parameters serve to identify the next heartbeat and are readapted after each heartbeat detected to follow the heart rate and signal-amplitude changes. To evaluate the agreement between results from the algorithm and the heart rate obtained from the ECG, a Bland-Altman plot has been used to compare them for seven seated subjects. The mean error obtained was -0.03 beats/min and the 95% confidence interval (+/- 2 SD) was +/- 2.7 beats/min, which is within the accuracy limits recommended by the Association for the Advancement of Medical Instrumentation (AAMI) standard for heart rate meters. (C) 2016 Elsevier Ltd. All rights reserved.
引用
收藏
页码:96 / 102
页数:7
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