一种基于IIR滤波器结构的含噪PPG信号鲁棒峰值检测方法

Jake D. Campbell, C. Pretty, J. Chase, P. Bones
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引用次数: 2

摘要

脉搏血氧仪在医院中用于持续监测患者的血氧水平(SpO2)和心率。SpO2的计算是通过采用脉冲血氧计测量的光容积脉搏图(PPG)信号的交流分量与直流分量的比值来发现的。交流分量往往隐藏在噪声中,传统滤波方法无法有效提取。本文描述了一种使用IIR滤波器结构在存在高水平噪声(信噪比为13 dB)的情况下进行峰谷检测的鲁棒方法。两个低通IIR滤波器的截止频率差为5赫兹。低频(LF)截止滤波器提取基频脉冲频率的波峰和波谷,高频(HF)滤波器密切跟踪原始数据,因此当发现低频波峰/波谷时,将低频脉冲周期内的最大/最小HF值视为峰值/波谷。低频和高频滤波器的截止频率根据测量的心率进行调整,以跟踪心率。与典型的带通滤波方法进行测试和比较,特异性为0.97,灵敏度为0.96,证明了该方法的准确性。
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A Robust Method of Peak Detection in Noisy PPG Signals Using a Structure of IIR Filters
Pulse oximeters are used in hospitals to continuously monitor the blood oxygen levels (SpO2) and heart rates of the patients. Calculation of SpO2 is found by taking the ratio of the AC to the DC components of the photoplethysmograph (PPG) signals measured by the pulse oximeter. Often the AC component is hidden in noise, which conventional filtering methods are unable to effectively extract. This paper describes a robust method of peak and trough detection in the presence of high levels of noise (SNR of 13 dB) using a structure of IIR filters. Two lowpass IIR filters with a cut off frequency difference of 5 Hz are used. The lower frequency (LF) cutoff filter extracts the peaks and troughs of the fundamental pulse frequency and the higher frequency (HF) filter closely tracks the raw data so that when a LF peak/trough is found, the maximum/minimum HF value across the LF pulse period is considered the peak/trough. The cut-off frequencies of the LF and HF filters adjust to the measured heart rate to track the heart rate. Testing and comparison to the typical bandpass filter method produced a specificity of 0.97 and a sensitivity of 0.96, demonstrating the accuracy of the method.
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