PCA on hyperspecrtral data (Multi channel array)

Hi everyone

I have a multi channels image of the size (65000,16,2), 65000 is number of my samples , 16 in number of channel as 2 is length of my third dimension. I want to apply a PCA on this data set to see which channel is more important?
Dose anyone have any idea?

Thank you all