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NASMo-TiAM 250m 16-day North America Surface Soil Moisture Dataset

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Global Change Master Directory (GCMD)2024-03-21 更新2026-04-25 收录
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https://cmr.earthdata.nasa.gov/search/concepts/C2905457765-ORNL_CLOUD.html
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This NASMo-TiAM (North America Soil Moisture Dataset Derived from Time-Specific Adaptable Machine Learning Models) dataset holds gridded estimates of surface soil moisture (0-5 cm depth) at a spatial resolution of 250 meters over 16-day intervals from mid-2002 to December 2020 for North America. The model employed Random Forests to downscale coarse-resolution soil moisture estimates (0.25 deg) from the European Space Agency Climate Change Initiative (ESA CCI) based on their correlation with a set of static (terrain parameters, bulk density) and dynamic covariates (Normalized Difference Vegetation Index, land surface temperature). NASMo-TiAM 250m predictions were evaluated through cross-validation with ESA CCI reference data and independent ground-truth validation using North American Soil Moisture Database (NASMD) records. The data are provided in cloud optimized GeoTIFF format.
提供机构:
ORNL_CLOUD
创建时间:
2024-03-21
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