In this paper, we propose an approach for extracting (closed) frequent gradual patterns when the ordering of supporting objects matches the temporal order. This approach allows to reduce the quantity of mined patterns when the objects follow an temporal order relation. Experimental results obtained on the paleoecological data show the efficiency of our approach and the interpretation of results bring new knowledge to paleoecological experts.