This review delivers Among the most robust and information-driven assessments of mud loss prediction so far, supplying realistic insights to the complicated interplay of drilling parameters and demonstrating a predictive accuracy that drastically surpasses standard empirical or considerably less sophisticated modeling techniques. This perform a