A probabilistic treatment of travel time is used to derive formulas expressing the relation between the moments of the influence function in the Duhamel integral with the average runoff time for a river reach without affluents and a reach with lateral afflux distributed uniformly along its length. A model that takes floodplain regulations into account is discussed.