Large-scale crop mapping from multi-source optical satellite imageries using machine learning with discrete grids

•Enhancing the space–time coverage with multi-source optical satellite data.•Automatic feature selection using machine learning improves the mapping accuracy.•Discrete grids technology improves the efficiency of large-scale data computing.•A comprehensive application case proves the advantages of the proposed scheme.