Probably the spectral differences are subtle as the materials are very similar. Look into some clustering methods to see if the spectra separate or try something like Linear Discriminant Analysis if you prefer a supervised method.

Both approaches need quite a few samples from both kinds to work.

Thanks Rolf Wolthuis ! That would be something new for me to learn.