Suitability evaluation of the rural settlements in a farming-pastoral ecotone area based on machine learning maximum entropy

•Suitability of settlements in farming-pastoral ecotone was multi-period evaluated.•Dynamic conversion existed among different suitability with an adverse tendency.•Farmland is important in the early stage but grassland is important in later period.•The suitable area is decreasing, and was proposed an optimization urgency partition.