Welcome to the DLESyM Data Store. Here you can find output, train/validation sets, and initialization data for our Deep Learning Environmental System Model. HTTP-based retrival routines like wget and curl are recommended for data aquisition. For more details, please refer to the full paper and associated GitHub repository.
atmos_hpx64_coupled-dlwp-olr_seed0+hpx64_coupled-dlom-olr_unet_dil-112_double_restart_1000year_first5_datetime.nc: output from atmospheric model for the first 5 years of a 1000-year rollout.atmos_hpx64_coupled-dlwp-olr_seed0+hpx64_coupled-dlom-olr_unet_dil-112_double_restart_1000year_first5_datetime_z500_ll.nc: 500hPa geopotential from the output above mapped to lat-lon mesh.atmos_hpx64_coupled-dlwp-olr_seed0+hpx64_coupled-dlom-olr_unet_dil-112_double_restart_1000year_last5_datetime.nc: output from atmospheric model for the last 5 years of a 1000-year rollout. Note that the 'step' dimension here is aliased; 3012-3016 is stored as 2112-2117. This was necessary because of limitations in datetime[ns] representation.atmos_hpx64_coupled-dlwp-olr_seed0+hpx64_coupled-dlom-olr_unet_dil-112_double_restart_1000year_last5_datetime_z500_ll.nc: 500hPa geopotential from the output above mapped to lat-lon mesh.atmos_hpx64_coupled-dlwp-olr_seed0+hpx64_coupled-dlom-olr_unet_dil-112_double_restart_100yearJanInit.nc: full atmospheric output for 100-year forecast discussed in paper.forced_atmos_dlesym_1983-2017.nc: atmospheric output for a forced simulation from 1983 to 2017. In this simulation the atmosphere was coupled to observed SSTs for an AMP-style experiment.atmos_hpx64_coupled-dlwp-olr_seed0+hpx64_coupled-dlom-olr_unet_dil-112_double_restart_SkillForecast.nc: 105 16-day forecasts initialized biweekly from 2016-2017.era5_2017-2022_3h_1deg_z500.nc: 500hPa geopotential for 2017–2022 from ERA5 on a 1° lat–lon mesh.hpx64_ref_lat_lon.nc: reference file containing the latitude and longitude values for every point on our HPX64 mesh.hpx64_1983-2017_3h_9varCoupledAtmos-sst.zarr: training/validation/testing data for the atmosphere component.hpx64_1983-2017_3h_9varCoupledAtmos-sst.zarr.tar: training/validation/testing data for the atmosphere component collected in tarball for easier download.hpx64_1983-2017_3h_1varCoupledOcean-z1000-ws10-olr.zarr: training/validation/testing data for the ocean component.hpx64_1983-2017_3h_1varCoupledOcean-z1000-ws10-olr.zarr.tar: training/validation/testing data for the ocean component collected in tarball for easier download.jan2017_hpx64_1varCoupledOcean-z1000-ws10-olr.zarr: subset of full ocean training/testing dataset. Contains only ICs for 100- and 1000-year runs presented in study. Lighter weight download.jan2017_hpx64_9varCoupledAtmos-sst.zarr: subset of full atmosphere training/testing dataset. Contains only ICs for 100- and 1000-year runs presented in study. Lighter weight download.analysis_cache: evaluation-specific caches calculated from the above forecasts and observations.