Using machine learning to interpolate historic ocean observations of the Atlantic subpolar gyre towards prediction of tipping points

Jonathan Coney1, Alejandra Sanchez-Franks2, Tiago Segabinazzi Dotto2, Alberto Arribas2, Ben I Moat2, Tillys Petit2, Jennifer Mecking2, Amber Walsh2, Didier Swingedouw3, Sybren Sjoerd Drijfhout4 and Eric Orenstein2, (1)National Oceanography Centre, Liverpool, United Kingdom, (2)National Oceanography Centre, Southampton, United Kingdom, (3)University Bordeaux, CNRS, Bordeaux INP, EPOC, UMR 5805, Pessac, France, (4)University of Southampton, Southampton, United Kingdom