RT Journal Article T1 Enduring Lagrangian coherence of a loop current ring assessed using independent observations A1 Beron Vera, Francisco J. A1 Olascoaga, María J. A1 Wang, Yan A1 Triñanes Fernández, Joaquín Ángel A1 Pérez Brunius, Paula K1 Enduring Lagrangian K1 Nonlinear dynamical systems K1 Satellite altimetry K1 Sea AB Ocean flows are routinely inferred from low-resolution satellite altimetry measurements of sea surface height assuming a geostrophic balance. Recent nonlinear dynamical systems techniques have revealed that surface currents derived from altimetry can support mesoscale eddies with material boundaries that do not filament for many months, thereby representing effective transport mechanisms. However, the long-range Lagrangian coherence assessed for mesoscale eddy boundaries detected from altimetry is constrained by the impossibility of current altimeters to resolve ageostrophic submesoscale motions. These may act to prevent Lagrangian coherence from manifesting in the rigorous form described by the nonlinear dynamical systems theories. Here we use a combination of satellite ocean color and surface drifter trajectory data, rarely available simultaneously over an extended period of time, to provide observational evidence for the enduring Lagrangian coherence of a Loop Current ring detected from altimetry. We also seek indications of this behavior in the flow produced by a data-assimilative system which demonstrated ability to reproduce observed relative dispersion statistics down into the marginally submesoscale range. However, the simulated flow, total surface and subsurface or subsampled emulating altimetry, is not found to support the long-lasting Lagrangian coherence that characterizes the observed ring. This highlights the importance of the Lagrangian metrics produced by the nonlinear dynamical systems tools employed here in assessing model performance PB Nature publishing group YR 2018 FD 2018 LK http://hdl.handle.net/10347/22362 UL http://hdl.handle.net/10347/22362 LA eng NO Beron-Vera, F.J., Olascoaga, M.J., Wang, Y. et al. Enduring Lagrangian coherence of a Loop Current ring assessed using independent observations. Sci Rep 8, 11275 (2018). https://doi.org/10.1038/s41598-018-29582-5 NO This research was made possible in part by a grant from the Gulf of Mexico Research Initiative (MJO, FJBV, and YW); SENER–CONACyT grant 201441 (MJO, FJBV, PPB) as part of the Consorcio de Investigación del Golfo de México (CIGoM); and NOAA/AOML and UM/CIMAS (JT) DS Minerva RD 28 abr 2026