Results of our comprehensive study for characterizing the relaxation dynamics of TiOx resistive RAM (RRAM) devices within a predefined volatility framework have been published (Part I: Characterization). In part II of this study, we have also presented a modeling framework that can account for RRAM relaxation characteristics (Part II: Modeling).