The failure of roughness parameters to predict surface properties stems from their inherent scale-dependence; in other words, the measured value depends on how parameter was measured. Here we take advantage this scale-dependence develop a new framework for characterizing rough surfaces: Scale-Dependent Roughness Parameters (SDRP) analysis, which yields slope, curvature, and higher-order derivat...