Probabilistic Freeze-Thaw Record for the Northern Hemisphere, 2016-2020

Description

This dataset provides a probabilistic freeze/thaw (FT) data record from 2016 to 2020 for the Northern Hemisphere derived using a deep learning model (U-Net). The model was informed by satellite multi-frequency microwave brightness temperature retrievals from the NASA SMAP (Soil Moisture Active Passive) and JAXA AMSR2 (Advanced Microwave Scanning Radiometer 2) radiometers, and trained using daily soil temperature observations from Northern Hemisphere weather stations and global reanalysis data (ERA-5). Unlike other available FT data records that provide only a binary classification of frozen or non-frozen conditions, this product includes both binary FT and continuous variable estimates of the probability of thawed conditions. This product is designed to complement other established binary FT data records, including the NASA FT Earth System Data Record and SMAP Level 3 FT operational products, by providing a probabilistic FT variable with enhanced accuracy and sensitivity to near-surface (<=5 cm depth) soil FT condition. The data are provided in cloud optimized GeoTIFF (COG) format.

Resources

Name Format Description Link
Data Information (Unknown Format) Binary Open resource
Web Resource Binary
Original Metadata Unknown The metadata's original source. Open resource
Web Resource Binary
Web Resource Binary
Data Information (JPEG) JPG Freeze_Thaw_NorthernHemisphere_Fig1.jpg Open resource
PNG Image File PNG 799_1_fit.png Open resource
Web Resource Binary
Web Resource Binary
Data Information (ZIP) ZIP Freeze_Thaw_NorthernHemisphere_2323.zip Open resource
Zip File ZIP WhitePhenoregions_799.zip Open resource
Data Information (PDF) PDF Freeze_Thaw_NorthernHemisphere.pdf Open resource
JPEG Image File JPG White_140_screened_phenoregions.jpg Open resource
JPEG Image File JPG White_500_elemental_phenoregions.jpg Open resource
JPEG Image File JPG White_90_cluster_rankings.jpg Open resource
PDF File PDF white_phenoregions.pdf Open resource
Data Information (HTML) HTML Open resource
Web Page HTML Open resource
Web Resource Binary
Web Resource Binary
Data Information (Unknown Format) Binary Open resource
Web Resource Binary Open resource

Tags

Topics

Categories