Variable selection in visible and near-infrared spectra: Application to on-line determination of sugar content in pears

► Using visible-NIR spectroscopy for on-line determination of sugar content in pears. ► We compare four variable selection methods to identify the best for prediction. ► Appropriate variable selection can enhance the performance of model. ► GA-SPA-MLR method is sufficiently suitable for industrial application.