心电信号怎么用代码标记P波、T波、Q波、R波、S波
时间: 2023-07-04 10:27:22 浏览: 219
心电信号的波形标记通常使用心电图分析软件来完成,其标记方法基于一些特征点的自动检测和手动校正。以下是一个示例代码,演示如何使用Matlab的波形工具箱来标记心电信号的P波、T波、Q波、R波、S波:
```matlab
% 读取心电信号数据
data = load('ecg_data.mat');
ecg = data.ecg_data;
% 滤波处理
fs = 1000; % 采样率
fc = 100; % 截止频率
[b, a] = butter(2, fc/(fs/2), 'high');
ecg_filtered = filtfilt(b, a, ecg);
% 心拍检测
[qrs_amp_raw, qrs_i_raw, delay] = pan_tompkin(ecg_filtered, fs, 0);
% 标记P波、T波、Q波、R波、S波
p_wave = zeros(size(ecg_filtered));
t_wave = zeros(size(ecg_filtered));
q_wave = zeros(size(ecg_filtered));
r_wave = zeros(size(ecg_filtered));
s_wave = zeros(size(ecg_filtered));
for i = 1:length(qrs_i_raw)
qrs_i = qrs_i_raw(i);
% 检测P波
[~, p_i] = max(ecg_filtered(qrs_i-round(0.2*fs):qrs_i-round(0.03*fs)));
p_wave(qrs_i-round(0.2*fs)+p_i-1) = ecg_filtered(qrs_i-round(0.2*fs)+p_i-1);
% 检测T波
[~, t_i] = max(ecg_filtered(qrs_i+round(0.03*fs):qrs_i+round(0.4*fs)));
t_wave(qrs_i+round(0.03*fs)+t_i-1) = ecg_filtered(qrs_i+round(0.03*fs)+t_i-1);
% 检测Q波和R波
[~, r_i] = max(ecg_filtered(qrs_i-round(0.03*fs):qrs_i+round(0.03*fs)));
q_wave(qrs_i-round(0.03*fs)+r_i-1) = ecg_filtered(qrs_i-round(0.03*fs)+r_i-1);
r_wave(qrs_i-round(0.03*fs)+r_i-1) = ecg_filtered(qrs_i-round(0.03*fs)+r_i-1);
% 检测S波
[~, s_i] = min(ecg_filtered(qrs_i-round(0.03*fs):qrs_i+round(0.2*fs)));
s_wave(qrs_i-round(0.03*fs)+s_i-1) = ecg_filtered(qrs_i-round(0.03*fs)+s_i-1);
end
% 绘制标记后的波形图
figure;
plot(ecg_filtered, 'k');
hold on;
plot(p_wave, 'g', 'LineWidth', 2);
plot(t_wave, 'b', 'LineWidth', 2);
plot(q_wave, 'r', 'LineWidth', 2);
plot(r_wave, 'm', 'LineWidth', 2);
plot(s_wave, 'c', 'LineWidth', 2);
legend({'ECG', 'P wave', 'T wave', 'Q wave', 'R wave', 'S wave'});
xlabel('Sample number');
ylabel('Amplitude');
```
此代码使用了Pan-Tompkins算法来检测心拍,然后根据心拍位置检测P波、T波、Q波、R波、S波,并使用不同的颜色来标记每个波形。
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