Supporting Data for "Generative data assimilation highlights fronts as key regulators of ocean energy cascade"

Supporting data for the article "Generative data assimilation highlights fronts as key regulators of ocean energy cascade".
Repo contains the trained model checkpoints and the GenLLC surface state estimates evaluated in the manuscript.

real_cascade_preds.zip -> State estimates covering full annual cycle used to diagnose KE cascade from real observations

osse_cascade_preds.zip -> State estimates covering full annual cycle used to diagnose KE cascade from simulated LLC4320 observations with corresponding ground truth

real_ensemble_preds.zip -> Ensemble state estimates used for state estimation validation in real world context

osse_ensemble_preds.zip -> Ensemble state estimates used for state estimation validation in LLC4320 OSSE context

checkpoints_agulhas_llc4320_5step_256x256_small_sigma_expert_1e-3_1_bignet_sigdata1.zip -> trained checkpoint for the diffusion prior (low noise levels)

checkpoints_agulhas_llc4320_5step_256x256_large_sigma_expert_1e-1_200_bignet_sigdata1.zip -> trained checkpoint for the diffusion prior (high noise levels)

See https://github.com/smartin98/GenLLC4320 for the associated code, and follow the link therein for the paper.