For ITO-capped RRAM, the set process can be enhanced by the oxygen concentration gradient that is provided by the oxygen vacancies in ITO; therefore, a smaller set voltage can be obtained. In contrast, the orientation of the oxygen gradient is opposite to the direction of oxygen movement during the reset process, causing a larger reset voltage.