Machine-learning-based reconstruction of long-term global terrestrial water storage anomalies from observed, satellite and land-surface model data
Data sets
ML based reconstruction of long-term global terrestrial water storage anomalies from observed, satellite and land-surface model data https://doi.org/10.6084/m9.figshare.25376695
JPL GRACE and GRACE-FO Mascon Ocean, Ice, and Hydrology Equivalent Water Height Coastal Resolution Improvement (CRI) Filtered Release 06.1 Version 03 https://doi.org/10.5067/TEMSC-3JC63
Improved methods for observing Earth's time variable mass distribution with GRACE using spherical cap mascons (https://podaac.jpl.nasa.gov/dataset/TELLUS_GRAC-GRFO_MASCON_CRI_GRID_RL06.1_V3) https://doi.org/10.1002/2014JB011547
NASA/GSFC/HSL, GLDAS Catchment Land Surface Model L4 daily 0.25 x 0.25 degree V2.0 https://doi.org/10.5067/LYHA9088MFWQ
NASA/GSFC/HSL, GLDAS Catchment Land Surface Model L4 daily 0.25 x 0.25 degree GRACE-DA1 V2.2 https://doi.org/10.5067/TXBMLX370XX8
NASA/GSFC/HSL, GLDAS Noah Land Surface Model L4 monthly 0.25 x 0.25 degree V2.0 https://doi.org/10.5067/9SQ1B3ZXP2C5
NASA/GSFC/HSL, GLDAS Noah Land Surface Model L4 monthly 0.25 x 0.25 degree V2.1 https://doi.org/10.5067/SXAVCZFAQLNO
A dipole mode in the tropical Indian Ocean (https://psl.noaa.gov/gcos_wgsp/Timeseries/Data/dmi.had.long.data) https://doi.org/10.1038/43854
Possible impacts of Indian Ocean dipole mode events on global climate (https://psl.noaa.gov/gcos_wgsp/Timeseries/Data/dmi.had.long.data) https://doi.org/10.3354/cr025151
Teleconnections in the geopotential height field during the Northern Hemisphere winter (https://www.cpc.ncep.noaa.gov/products/precip/CWlink/pna/norm.nao.monthly.b5001.current.ascii) https://doi.org/10.1175/1520-0493(1981)109<0784:TITGHF>2.0.CO;2
Classification, Seasonality and Persistence of Low-Frequency Atmospheric Circulation Patterns (https://www.cpc.ncep.noaa.gov/products/precip/CWlink/pna/norm.nao.monthly.b5001.current.ascii) https://doi.org/10.1175/1520-0493(1987)115<1083:CSAPOL>2.0.CO;2
Documentation of a highly ENSO‐related sst region in the equatorial pacific: Research note (https://www.cpc.ncep.noaa.gov/data/indices/oni.ascii.txt) https://doi.org/10.1080/07055900.1997.9649597
Model code and software
ML based reconstruction of long-term global terrestrial water storage anomalies from observed, satellite and land-surface model data https://doi.org/10.6084/m9.figshare.25376695
Video abstract
ML based reconstruction of long-term global terrestrial water storage anomalies from observed, satellite and land-surface model data https://doi.org/10.5446/69988