The application relates to the technical field of specific computing model
data processing, and discloses an adaptive
data modeling system based on an interactive graphical interface, which comprises an interactive
instruction processing unit, a stability analysis unit, an operator evolution
execution unit and a closed-loop feedback constraint unit; the stability analysis unit extracts stability characteristic quantities through a Hessian matrix of a bottom layer computing graph; the operator evolution
execution unit simulates operator states according to a topological prediction disturbance sequence and performs adaptive reconstruction; and the closed-loop feedback constraint unit adjusts mapping weights in a
logic mapping space according to the stability characteristic quantities, and maintains logic convergence by reducing an execution step length. The application maps the geometric characteristics of a bottom layer computing manifold into a
negative feedback mechanism of an interactive space in real time, solves the problem of
structural rigidity caused by mechanism transition of a dynamic
system, and improves the precision of
data modeling on the basis of guaranteeing the stability of model topological evolution.