DWT导出时频图MATLAB代码
时间: 2023-10-19 11:05:45 浏览: 144
以下是DWT导出时频图MATLAB代码示例:
```matlab
% Load signal
load('ecg.mat'); % Load ECG signal
Fs = 1000; % Sampling frequency
t = 0:1/Fs:(length(ecg)-1)/Fs; % Time vector
N = length(ecg); % Signal length
% DWT
wname = 'db4'; % Wavelet name
level = 5; % Number of decomposition levels
[C, L] = wavedec(ecg, level, wname); % DWT coefficients and lengths
% Time-frequency analysis using spectrogram
win = 256; % Window length for spectrogram
noverlap = 128; % Window overlap for spectrogram
nfft = 1024; % FFT length for spectrogram
figure;
spectrogram(ecg, win, noverlap, nfft, Fs, 'yaxis');
title('Original signal spectrogram');
figure;
for i=1:level+1 % Plot DWT coefficients at each level
if i == 1 % Approximation coefficients
D = appcoef(C, L, wname, level);
titlestr = 'Approximation coefficients spectrogram';
else % Detail coefficients
D = detcoef(C, L, i-1);
titlestr = ['Detail coefficients level ', num2str(i-1), ' spectrogram'];
end
spectrogram(D, win, noverlap, nfft, Fs, 'yaxis');
title(titlestr);
end
```
该代码首先加载一个ECG信号,然后对其进行DWT分解,使用`spectrogram`函数将原始信号和每个DWT系数的时频图绘制出来。函数`spectrogram`接受多个参数,包括信号、窗口长度、窗口重叠、FFT长度和采样频率。结果显示了原始信号和每个DWT系数的时频图。
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