Civil infrastructure systems, comprising critical structures such as bridges, roads, and dams, are essential to modern society. Ensuring their long-term reliability is paramount for public safety and economic growth. Structural integrity analysis plays a critical role in determining the ability of these installations to withstand expected loads and