principal component analysis pca

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Hello everybody
I have infrared images (144) for one day for a specific specimen. Anyhow, I transferred these images into 3D matrix that has thousands of signals. I want to subject the PCA approach so I can change the frequencies to get best results for these images.
I uploaded only one signal, please any help on doing that on my signals.
Thanks

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