In this work, a systematic global optimization scheme has been employed in order to characterize free-standing and CeO2(111)-supported PtyOx structures, with y=3 and 6 and x=0-2y. The global optimization for each stoichiometry has been carried out with the GOFEE method, a novel approach which has proven to be fast and computationally efficient.