Sun-induced chlorophyll fluorescence is superior to satellite vegetation indices for predicting summer maize yield under drought conditions

•Maize yield was predicted using three satellite observations and meteorological data.•SIF showed superior to vegetation indices for predicting maize yield under drought conditions.•The machine learning method was slightly better than the deep learning method for all years.