We integrate the prior information (foot trajectories) of real ants during the optimization process via the evolution algorithm. The introduction of ground-truth data from real ants allows the quantitative comparison between the proposed model in this work and existing models11. The result shows that the trajectories generated from this model presents smaller deviations from the ground-truth data.