The article discusses the problem of determining the minimum required number of tire deformation parameters to adequately describe the dynamics of a wheeled vehicle, since, as you know, the behavior of the model wheeled vehicle non-deformable wheel does not correspond to the real one. The need to include a particular parameter of the deformation in the consideration is proposed to be determined by testing the solvability of the stabilization problem for a given unperturbed motion to non-asymptotic stability with respect to all variables. In this work as a test problem was chosen to stabilize the rectilinear stationary motion of the simplest and most studied model of a two-wheeled mobile robot with a differential electric drive. A computational experiment using the PyStab software showed that the formal fulfillment of the criterion controllability for a complete system does not always ensure the practical solvability of the stabilization problem. In this situation, stabilizing control is determined by solving the linear-quadratic problem for a controlled linear subsystem by Krasovskii's method. The methods of analytical mechanics and nonlinear theory of stability are used, to obtain a conclusion about stability in a complete nonlinear system closed by this control. © 2020 IEEE.