“…This method comprises two types of attribute recognition models: one named the attribute recognition model in the design stage (ARM-D) and another named the attribute recognition model in the construction stage (ARM-C). Furthermore, commonly used numerical simulation methods, including the finite difference method (FDM) [36], finite element method (FEM) [37], particle flow code (PFC) [38], peridynamics (PD) [39], etc., have often been utilized to study the deformation mechanisms of the surrounding rock and support structures in karst tunnels, the protective layer thickness, the karst water seepage patterns, and risk assessment. Due to the simplification of tunnels, surrounding rocks, and karst caves as homogeneous, isotropic, and continuous media in modeling, the FEM method is able to better demonstrate its advantages [30].…”