Managed formation drilling (MPD) involves a complex drilling technique that provides for precise control of the wellbore fluid levels . Unlike traditional drilling, MPD dynamically manages the well https://vertechs21.wordpress.com/2025/09/17/exploring-the-advantages-of-self%e2%80%91adaptive-algorithms-in-mpd/