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

机译:基于连续样条小波变换的BCG心跳心率检测算法

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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.
机译:这项工作描述了一种算法,该算法旨在从坐下的受试者获得的心动描记图(BCG)中检测心跳频率。该算法基于带有样条的连续小波变换,可以选择最佳比例以减少噪声和机械干扰。该算法的第一步是学习阶段,其中检测BCG中的前四个心跳,以定义初始阈值,搜索窗口和间隔限制。所学习的参数用于识别下一个心跳,并在检测到每个心跳之后重新适应以跟随心率和信号幅度的变化。为了评估算法结果与心电图获得的心率之间的一致性,已使用Bland-Altman图对七个就座受试者进行比较。获得的平均误差为-0.03次/分钟,95%置信区间(+/- 2 SD)为+/- 2.7次/分钟,这在医学仪器促进协会(AAMI)推荐的精度范围内)心率表的标准。 (C)2016 Elsevier Ltd.保留所有权利。

著录项

  • 来源
    《Biomedical signal processing and control》 |2016年第5期|96-102|共7页
  • 作者单位

    CINVESTAV, Inst Politecn Nacl, Ctr Invest & Estudios Avanzados, Bioelect Sect,Dept Elect Engn, Mexico City 14000, DF, Mexico;

    Univ Veracruzana, Fac Engn Elect Instrumentat, Xalapa 91000, Veracruz, Mexico|Circuito Aguirre Beltran S-N, Xalapa 91060, Veracruz, Mexico;

    Univ Politecn Cataluna, Barcelona Tech, Instrumentat Sensors & Interfaces Grp, Barcelona, Spain|EETAC, Esteve Terradas 7,Edifici C4, Barcelona 08860, Spain;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    BCG; Heart rate; Wavelet transform;

    机译:卡介苗;心律;小波变换;

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