Infrared spectroscopic evaluation for catalytic hydrogenation of biomass and coal using unsupervised and supervised algorithms

•Functional groups are effective variables of machine learning for FTIR spectra.•OH is a key factor discriminating the samples because of deoxidation reactions.•Pre-integration of initial samples increases the classification effects of PCA.