Physically-constrained evapotranspiration models with machine learning parameterization outperform pure machine learning: Critical role of domain knowledge
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| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
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Public Library of Science (PLoS)
2025-01-01
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| Series: | PLoS ONE |
| Online Access: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12286329/?tool=EBI |
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| _version_ | 1849245505154973696 |
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| author | Yeonuk Kim Monica Garcia T. Andrew Black Mark S. Johnson |
| author_facet | Yeonuk Kim Monica Garcia T. Andrew Black Mark S. Johnson |
| author_sort | Yeonuk Kim |
| collection | DOAJ |
| format | Article |
| id | doaj-art-23f6ec4ea4944637b6d97afb01701356 |
| institution | Kabale University |
| issn | 1932-6203 |
| language | English |
| publishDate | 2025-01-01 |
| publisher | Public Library of Science (PLoS) |
| record_format | Article |
| series | PLoS ONE |
| spelling | doaj-art-23f6ec4ea4944637b6d97afb017013562025-08-20T03:58:48ZengPublic Library of Science (PLoS)PLoS ONE1932-62032025-01-01207Physically-constrained evapotranspiration models with machine learning parameterization outperform pure machine learning: Critical role of domain knowledgeYeonuk KimMonica GarciaT. Andrew BlackMark S. Johnsonhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC12286329/?tool=EBI |
| spellingShingle | Yeonuk Kim Monica Garcia T. Andrew Black Mark S. Johnson Physically-constrained evapotranspiration models with machine learning parameterization outperform pure machine learning: Critical role of domain knowledge PLoS ONE |
| title | Physically-constrained evapotranspiration models with machine learning parameterization outperform pure machine learning: Critical role of domain knowledge |
| title_full | Physically-constrained evapotranspiration models with machine learning parameterization outperform pure machine learning: Critical role of domain knowledge |
| title_fullStr | Physically-constrained evapotranspiration models with machine learning parameterization outperform pure machine learning: Critical role of domain knowledge |
| title_full_unstemmed | Physically-constrained evapotranspiration models with machine learning parameterization outperform pure machine learning: Critical role of domain knowledge |
| title_short | Physically-constrained evapotranspiration models with machine learning parameterization outperform pure machine learning: Critical role of domain knowledge |
| title_sort | physically constrained evapotranspiration models with machine learning parameterization outperform pure machine learning critical role of domain knowledge |
| url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12286329/?tool=EBI |
| work_keys_str_mv | AT yeonukkim physicallyconstrainedevapotranspirationmodelswithmachinelearningparameterizationoutperformpuremachinelearningcriticalroleofdomainknowledge AT monicagarcia physicallyconstrainedevapotranspirationmodelswithmachinelearningparameterizationoutperformpuremachinelearningcriticalroleofdomainknowledge AT tandrewblack physicallyconstrainedevapotranspirationmodelswithmachinelearningparameterizationoutperformpuremachinelearningcriticalroleofdomainknowledge AT marksjohnson physicallyconstrainedevapotranspirationmodelswithmachinelearningparameterizationoutperformpuremachinelearningcriticalroleofdomainknowledge |