The problem of the discrete continuous processes having "tubular" structure in space "input-output" variables’s modeling is investigated. The fact that when the trained parametrical models of "tubular" processes’s creating, it’s important to use corresponding nonparametric indicators, is reflected. Some private examples of "tubular" processes’s modeling are reviewed. This examples proves that "tubular" processes proceed in the space of fractional dimension.