Spatial distribution of 40 AmeriFlux FLUXNET sites used in this study.

<p>Each point indicate site locations and the different shapes representing the International Geosphere-Biosphere Programme (IGBP) land cover classification, which include evergreen needleleaf forests (ENF; 7 sites), deciduous broadleaf forests (DBF; 4 sites), closed shrublands (CSH; 2 sites),...

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محفوظ في:

التفاصيل البيبلوغرافية
المؤلف الرئيسي:	Yeonuk Kim (4589488) (author)
مؤلفون آخرون:	Monica Garcia (5507180) (author), T. Andrew Black (1869484) (author), Mark S. Johnson (166934) (author)
منشور في:	2025
الموضوعات:	Biotechnology Science Policy Environmental Sciences not elsewhere classified Biological Sciences not elsewhere classified tackle challenges inherent situ meteorological data satellite remote sensing relatively stable due random forest algorithm novel empirical parameter estimate terrestrial evapotranspiration different physical formulations conventional choices may constrained evapotranspiration models scale et observations div >< p accurate hybrid model pure ml model rmse ), indicating pure machine learning hybrid et models hybrid models et ), model error models employed machine learning hybrid approach et estimates well understood study underscores strong correlation square error results imply mechanisms driving learned parameters key advantage improves performance improved performance extreme conditions domain knowledge critical role carbon cycles atmosphere equilibrium 8 w
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الوصف
الملخص:	<p>Each point indicate site locations and the different shapes representing the International Geosphere-Biosphere Programme (IGBP) land cover classification, which include evergreen needleleaf forests (ENF; 7 sites), deciduous broadleaf forests (DBF; 4 sites), closed shrublands (CSH; 2 sites), opened shrublands (OSH; 5 sites), grasslands (GRA; 8 sites), permanent wetlands (WET; 7 sites), and croplands (CRO; 7 sites). Map background from Natural Earth (<a href="http://www.naturalearthdata.com" target="_blank">http://www.naturalearthdata.com</a>).</p>

Spatial distribution of 40 AmeriFlux FLUXNET sites used in this study.

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