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        <identifier>oai:figshare.com:article/33722530</identifier>
        <datestamp>2026-09-14T15:44:58Z</datestamp>
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          <dc:title>Spatial Downscaling of Gridded Soil Moisture Products using Cloud-Insensitive Predictors in a Monsoon Region of Thailand</dc:title>
          <dc:creator>Akkarapol KOLAEH (24870148)</dc:creator>
          <dc:creator>Chuphan CHOMPUCHAN (24873114)</dc:creator>
          <dc:subject>Photogrammetry and remote sensing</dc:subject>
          <dc:subject>Machine learning not elsewhere classified</dc:subject>
          <dc:subject>Geomatic engineering not elsewhere classified</dc:subject>
          <dc:subject>Soil sciences not elsewhere classified</dc:subject>
          <dc:subject>Hydrology not elsewhere classified</dc:subject>
          <dc:subject>SMAP</dc:subject>
          <dc:subject>ERA5-Land</dc:subject>
          <dc:subject>FLDAS</dc:subject>
          <dc:subject>Random Forest</dc:subject>
          <dc:subject>Sentinel-1</dc:subject>
          <dc:subject>soil moisture downscaling</dc:subject>
          <dc:subject>bias</dc:subject>
          <dc:subject>agricultural drought</dc:subject>
          <dc:description>&lt;p dir="ltr"&gt;Dataset Structure (258 GeoTIFF files + 1 CSV files):&lt;/p&gt;&lt;p dir="ltr"&gt;1. ERA5-Land Soil Moisture (86 files):&lt;/p&gt;&lt;p dir="ltr"&gt;- 43 original monthly GeoTIFF maps&lt;/p&gt;&lt;p dir="ltr"&gt;- 43 spatially downscaled monthly GeoTIFF maps&lt;/p&gt;&lt;p dir="ltr"&gt;2. FLDAS Soil Moisture (86 files):&lt;/p&gt;&lt;p dir="ltr"&gt;- 43 original monthly GeoTIFF maps&lt;/p&gt;&lt;p dir="ltr"&gt;- 43 spatially downscaled monthly GeoTIFF maps&lt;/p&gt;&lt;p dir="ltr"&gt;3. SMAP Soil Moisture (86 files):&lt;/p&gt;&lt;p dir="ltr"&gt;- 43 original monthly GeoTIFF maps&lt;/p&gt;&lt;p dir="ltr"&gt;- 43 spatially downscaled monthly GeoTIFF maps&lt;/p&gt;&lt;p dir="ltr"&gt;4. In-Situ Station &amp; Hydrometeorological Data (1 CSV file):&lt;/p&gt;&lt;p dir="ltr"&gt;- Monthly dataset at 5 stations (SM01 to SM05)&lt;/p&gt;&lt;p dir="ltr"&gt;- Variables: In-situ volumetric soil moisture (m³/m³), raw &amp; downscaled soil moisture products (SMAP, ERA5-Land, FLDAS), and monthly rainfall (mm)&lt;/p&gt;&lt;p dir="ltr"&gt;Technical Specifications:&lt;/p&gt;&lt;p dir="ltr"&gt;- File Format: GeoTIFF (.tif)&lt;/p&gt;&lt;p dir="ltr"&gt;- Target Variable: Volumetric Soil Moisture (m³/m³)&lt;/p&gt;&lt;p dir="ltr"&gt;- Method: Random Forest Downscaling using Cloud-Insensitive Predictors&lt;/p&gt;&lt;p dir="ltr"&gt;- Spatial Extent: Monsoon Region of Thailand (Phetchaburi Province)&lt;/p&gt;&lt;p dir="ltr"&gt;- Temporal Extent: 43 Months (07/2022-01/2026)&lt;/p&gt;</dc:description>
          <dc:date>2026-09-14T15:44:58Z</dc:date>
          <dc:type>Dataset</dc:type>
          <dc:type>Dataset</dc:type>
          <dc:identifier>10.6084/m9.figshare.33722530.v2</dc:identifier>
          <dc:relation>https://figshare.com/articles/dataset/Spatial_Downscaling_of_Gridded_Soil_Moisture_Products_using_Cloud-Insensitive_Predictors_in_a_Monsoon_Region_of_Thailand/33722530</dc:relation>
          <dc:rights>CC BY 4.0</dc:rights>
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