Catalysis of the reaction: protein L-aspartate + 2-oxoglutarate + O2 = protein 3-hydroxy-L-aspartate + succinate + CO2.
peptide-L-aspartate,2-oxoglutarate:oxygen oxidoreductase (3-hydroxylating) activity