Ruha A, Sallinen S, Nissilä S
University of Oulu, Department of Electrical Engineering, Finland.
IEEE Trans Biomed Eng. 1997 Mar;44(3):159-67. doi: 10.1109/10.554762.
The design, test methods and results of an ambulatory QRS detector are presented. The device is intended for the accurate measurement of heart rate variability (HRV) and reliable QRS detection in both ambulatory and clinical use. The aim of the design work was to achieve high QRS detection performance in terms of timing accuracy and reliability, without compromising the size and power consumption of the device. The complete monitor system consists of a host computer and the detector unit. The detector device is constructed of a commonly available digital signal processing (DSP) microprocessor and other components. The QRS detection algorithm uses optimized prefiltering in conjunction with a matched filter and dual edge threshold detection. The purpose of the prefiltering is to attenuate various noise components in order to achieve improved detection reliability. The matched filter further improves signal-to-noise ratio (SNR) and symmetries the QRS complex for the threshold detection, which is essential in order to achieve the desired performance. The decision for detection is made in real-time and no search-back method is employed. The host computer is used to configure the detector unit, which includes the setting of the matched filter impulse response, and in the retrieval and postprocessing of the measurement results. The QRS detection timing accuracy and detection reliability of the detector system was tested with an artificially generated electrocardiogram (ECG) signal corrupted with various noise types and a timing standard deviation of less than 1 ms was achieved with most noise types and levels similar to those encountered in real measurements. A QRS detection error rate (ER) of 0.1 and 2.2% was achieved with records 103 and 105 from the MIT-BIH Arrhythmia database, respectively.
介绍了一种动态QRS检测仪的设计、测试方法及结果。该设备旨在用于动态和临床应用中准确测量心率变异性(HRV)并可靠地检测QRS波。设计工作的目标是在不影响设备尺寸和功耗的前提下,在定时精度和可靠性方面实现高QRS检测性能。完整的监测系统由一台主机和检测单元组成。检测设备由常用的数字信号处理(DSP)微处理器和其他组件构成。QRS检测算法采用优化的预滤波,结合匹配滤波器和双边阈值检测。预滤波的目的是衰减各种噪声成分,以提高检测可靠性。匹配滤波器进一步提高信噪比(SNR),并使QRS波群对称化以便进行阈值检测,这对于实现期望的性能至关重要。检测决策实时进行,不采用回溯方法。主机用于配置检测单元,包括设置匹配滤波器脉冲响应,以及检索和后处理测量结果。使用添加了各种噪声类型的人工生成心电图(ECG)信号对检测系统的QRS检测定时精度和检测可靠性进行了测试,对于大多数噪声类型和与实际测量中遇到的水平相似的噪声,定时标准偏差小于1 ms。使用麻省理工学院 - 贝斯以色列女执事医疗中心(MIT - BIH)心律失常数据库中的记录103和105,分别实现了0.1%和2.2%的QRS检测错误率(ER)。