Drilling displacement problems, often referred to as loss displacement, represent a major challenge in drilling activities. It arises when drilled drilling fluid escapes into voids or unconsolidated formations, rather than circulating to the surface. This can lead to a drop in drilling fluid volumes, affecting wellbore stability, elevating pullout