This dataset provides globally continuous, daily snow and ice cover information at a high spatial resolution (0.1° latitude/longitude grid) for the period from January 1, 1980, to June 30, 1987. It extends the Global Automated Snow and Ice Mapping System (GMASI) dataset, which begins in July 1987. For access to GMASI snow and ice cover data starting in 1987, users can visit: https://www.star.nesdis.noaa.gov/pub/smcd/emb/snow/gmasi_reprocessing/dailymaps/data/.
The extended dataset was developed using advanced machine learning techniques, specifically a Random Forest algorithm, applied to ERA5 reanalysis data. This dataset is designed to support diverse applications, including climate studies, hydrological modeling, and long-term precipitation analyses.
For inquiries regarding the contents of this dataset, please contact the Corresponding Author listed in the README.txt file. Administrative inquiries (e.g., removal requests, trouble downloading, etc.) can be directed to data-management@arizona.edu
Funding
High Latitude Improvement of Long-term GPCP Precipitation Products Using Recent NASA Missions
Next-Generation Global Precipitation Data Record with Improved Accuracy, Consistency, Timeliness, and Resolution for Climate Change, Early Warning and Scientific Analyses
Financial support is made available from NASA MEaSUREs (award numbers 80NSSC19M0006 and 80NSSC24M0018; Program Manager: Dr. Lucia Tsaoussi), and Precipitation Measurement Mission (NNH21ZDA001N-PMMST; Program Manager: Dr. Will McCarty) programs.