Empirical models are mathematical representations that are derived from experimental data. These models are used to predict the behavior of catalytic systems under various conditions. For instance, Langmuir-Hinshelwood and Eley-Rideal mechanisms are empirical models that describe how molecules adsorb and react on catalyst surfaces. These models help in optimizing reaction conditions and scaling up processes from laboratory to industrial scale.