This review provides one of the most sturdy and knowledge-driven assessments of mud loss prediction thus far, supplying functional insights into the complicated interaction of drilling parameters and demonstrating a predictive accuracy that considerably surpasses traditional empirical or a lot less subtle modeling methods. This do the job aims Successfully Submitted (Awaiting Approval)