principal component analysis pca

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