Managed formation drilling (MPD) is a sophisticated drilling technique that provides for accurate control of the wellbore fluid levels . Compared to traditional drilling, MPD dynamically manages the well pressure, minimizing the potential for pressure surges and maintaining a predictable bottomhole pressure. This approach notably increases safety,