二维相关近红外光谱matlab代码
时间: 2023-07-09 18:46:56 浏览: 174
以下是一个简单的二维相关近红外光谱的MATLAB代码示例:
```matlab
% 读取数据
data = load('spectra_data.mat');
spectra = data.spectra;
labels = data.labels;
% 去除基线漂移
spectra = spectra - repmat(mean(spectra,2),1,size(spectra,2));
% 计算相关系数矩阵
corr_matrix = corrcoef(spectra');
% 绘制相关系数矩阵热图
figure;
imagesc(corr_matrix);
colorbar;
title('Correlation Coefficient Matrix');
% 寻找相关系数最高的样本对
[max_corr, max_idx] = max(corr_matrix(:));
[row, col] = ind2sub(size(corr_matrix),max_idx);
sample1 = spectra(:,row);
sample2 = spectra(:,col);
% 绘制相关性最高的样本对的光谱曲线
figure;
plot(sample1);
hold on;
plot(sample2);
legend(labels{row}, labels{col});
title('Most Correlated Sample Pair');
xlabel('Wavelength (nm)');
ylabel('Absorbance');
```
这个示例代码将数据从文件中读取,并去除基线漂移。然后它计算相关系数矩阵,并绘制了热图。接着,它找到了相关系数最高的样本对,并绘制了它们的光谱曲线。请注意,这只是一个简单的示例代码,实际应用可能需要更多的数据预处理和分析步骤。
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