Civil infrastructure systems, consisting of critical structures such as bridges, roads, and dams, are vital to modern society. Ensuring their long-term durability is paramount for public safety and economic progress. Structural integrity analysis plays a pivotal role in assessing the ability of these installations to resist expected loads and envir