H-models for non-inertia systems with delay

The paper considers a problem of the new class processes modeling with “tubular” structure in the space of “input-output” variables. Modeling of these class processes differs essentially from the generally accepted parametric models being a surface of the same space. A question of multidimensional systems mod- eling having small volume of learning samples is analyzed specially. For building learnt parametric models of “tubular” processes a corresponding non parametric indicator is introduced