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Soil moisture estimation at 1-km resolution over croplands and grasslands using sentinel-1/2 and SMOS-IC data: algorithm and validation

This study presents a methodology to retrieve surface soil moisture (SM) at 1-km scale over croplands and grasslands using Sentinel-1 radar backscatter, harmonized Landsat/Sentinel-2 NDVI, and ancillary environmental variables. A Random Forest (RF) model was trained on the coarse (25-km) SMOS-IC pro...

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Autors principals: Ayoob Karami, Nicolas Baghdadi, Henri Bazzi, Yasser Nasrallah, Mehrez Zribi, Sami Najem, Jean-Pierre Wigneron
Format: Artigo
Idioma:Inglês
Publicat: Taylor & Francis Group 2026-12-01
Col·lecció:European Journal of Remote Sensing
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Accés en línia:https://www.tandfonline.com/doi/10.1080/22797254.2026.2622132
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