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Publication : journal of advances in modeling earth systems

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Academic Journal

Using Geostationary Satellite Observations and Machine Learning Models to Estimate Ecosystem Carbon Uptake and Respiration at Half Hourly Time Steps at Eddy Covariance Sites.

Authors : Ranjbar, Sadegh¹ (AUTHOR) ; Losos, Daniele¹ (AUTHOR); Hoffman, Sophie¹ (AUTHOR)

Source: Journal of Advances in Modeling Earth Systems. Oct2024, Vol. 16 Issue 10, p1-23. 23p.

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Academic Journal

Machine Learning Driven Sensitivity Analysis of E3SM Land Model Parameters for Wetland Methane Emissions.

Authors : Chinta, Sandeep¹ (AUTHOR) ; Gao, Xiang¹ (AUTHOR); Zhu, Qing² (AUTHOR)

Source: Journal of Advances in Modeling Earth Systems. Jul2024, Vol. 16 Issue 7, p1-20. 20p.

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Academic Journal

Interpretable Multiscale Machine Learning‐Based Parameterizations of Convection for ICON.

Authors : Heuer, Helge¹ (AUTHOR) ; Schwabe, Mierk¹ (AUTHOR); Gentine, Pierre² (AUTHOR)

Source: Journal of Advances in Modeling Earth Systems. Aug2024, Vol. 16 Issue 8, p1-26. 26p.

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Academic Journal

A Machine Learning Framework to Evaluate Vegetation Modeling in Earth System Models.

Authors : Swaminathan, Ranjini^1,2 (AUTHOR) ; Quaife, Tristan^1,2 (AUTHOR); Allan, Richard^1,2 (AUTHOR)

Source: Journal of Advances in Modeling Earth Systems. Jul2024, Vol. 16 Issue 7, p1-16. 16p.

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Academic Journal

Simultaneous Inference of Sea Ice State and Surface Emissivity Model Using Machine Learning and Data Assimilation.

Authors : Geer, Alan J.¹ (AUTHOR)

Source: Journal of Advances in Modeling Earth Systems. Jul2024, Vol. 16 Issue 7, p1-31. 31p.

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Academic Journal

Online Learning of Entrainment Closures in a Hybrid Machine Learning Parameterization.

Authors : Christopoulos, Costa¹ (AUTHOR) ; Lopez‐Gomez, Ignacio^1,2 (AUTHOR); Beucler, Tom^3,4 (AUTHOR)

Source: Journal of Advances in Modeling Earth Systems. Nov2024, Vol. 16 Issue 11, p1-22. 22p.

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Academic Journal

RaFSIP: Parameterizing Ice Multiplication in Models Using a Machine Learning Approach.

Authors : Georgakaki, Paraskevi¹ (AUTHOR); Nenes, Athanasios^1,2 (AUTHOR)

Source: Journal of Advances in Modeling Earth Systems. Jun2024, Vol. 16 Issue 6, p1-29. 29p.

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Academic Journal

Using Machine Learning to Predict Cloud Turbulent Entrainment‐Mixing Processes.

Authors : Gao, Sinan¹ (AUTHOR); Lu, Chunsong² (AUTHOR) ; Zhu, Jiashan³ (AUTHOR)

Source: Journal of Advances in Modeling Earth Systems. Aug2024, Vol. 16 Issue 8, p1-16. 16p.

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Academic Journal

A Machine Learning Bias Correction on Large‐Scale Environment of High‐Impact Weather Systems in E3SM Atmosphere Model.

Authors : Zhang, Shixuan¹ (AUTHOR) ; Harrop, Bryce¹ (AUTHOR); Leung, L. Ruby¹ (AUTHOR)

Source: Journal of Advances in Modeling Earth Systems. Aug2024, Vol. 16 Issue 8, p1-34. 34p.

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Academic Journal

Uncertainty Quantification of a Machine Learning Subgrid‐Scale Parameterization for Atmospheric Gravity Waves.

Authors : Mansfield, L. A.¹ (AUTHOR) ; Sheshadri, A.¹ (AUTHOR)

Source: Journal of Advances in Modeling Earth Systems. Jul2024, Vol. 16 Issue 7, p1-14. 14p.

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فلترة النتائج

Using Geostationary Satellite Observations and Machine Learning Models to Estimate Ecosystem Carbon Uptake and Respiration at Half Hourly Time Steps at Eddy Covariance Sites.

Machine Learning Driven Sensitivity Analysis of E3SM Land Model Parameters for Wetland Methane Emissions.

Interpretable Multiscale Machine Learning‐Based Parameterizations of Convection for ICON.

A Machine Learning Framework to Evaluate Vegetation Modeling in Earth System Models.

Simultaneous Inference of Sea Ice State and Surface Emissivity Model Using Machine Learning and Data Assimilation.

Online Learning of Entrainment Closures in a Hybrid Machine Learning Parameterization.

RaFSIP: Parameterizing Ice Multiplication in Models Using a Machine Learning Approach.

Using Machine Learning to Predict Cloud Turbulent Entrainment‐Mixing Processes.

A Machine Learning Bias Correction on Large‐Scale Environment of High‐Impact Weather Systems in E3SM Atmosphere Model.

Uncertainty Quantification of a Machine Learning Subgrid‐Scale Parameterization for Atmospheric Gravity Waves.

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