Piecewise preprocessing of near-infrared spectra for improving prediction ability of a PLS model

•Work proposes a new strategy for preprocessing of near-infrared spectra.•Each interval of spectra is independently preprocessed with proper method.•Using genetic algorithm to search for suitable preprocessing methods.