“…To what extent this difference depends upon physical mechanisms involved, the scale of consideration, grain shape and size distribution is not clear. The available information on water-worked gravel surfaces of streambeds mainly includes 1-D and 2-D correlation functions, semivariograms, and the second-order structure functions of bed elevations [Furbish, 1987;Robert, 1988Robert, , 1990Clifford et al, 1992;Bergeron, 1996;Nikora et al, 1998;Butler et al, 2001;Marion et al, 2003;Smart et al, 2004]. All these measures represent the second-order statistics and are equivalent, in a practical sense, to each other.…”