With the expansion of drilling activities and the increasing complexity of equipment used in the oil and gas industry, ensuring the health and mechanical integrity of equipment has become one of the most critical operational concerns. Drilling rigs and their vital components—especially systems such as Blowout Preventers (BOP), Top Drive, Drawworks, and Crown Block—operate under extremely harsh working conditions. Even minor defects in these systems can lead to operational shutdowns, significant financial losses, or even safety incidents. Therefore, continuous inspection