Improving Convection Trigger Functions in Deep Convective Parameterization Schemes Using Machine Learning
Abstract Deficiencies in convection trigger functions, used in deep convection parameterizations in General Circulation Models (GCMs), have critical impacts on climate simulations. A novel convection trigger function is developed using the machine learning (ML) classification model XGBoost. The larg...
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| Main Authors: | , , , , , , |
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| Format: | article |
| Language: | EN |
| Published: |
American Geophysical Union (AGU)
2021
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| Subjects: | |
| Online Access: | https://doaj.org/article/514db131478641698f3c9b4e958b6a6f |
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