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

Published in JAMES, 2024

Citation: Mansfield, L. A., & Sheshadri, A. (2024). Uncertainty quantification of a machine learning subgrid-scale parameterization for atmospheric gravity waves. Journal of Advances in Modeling Earth Systems, 16, e2024MS004292. https://doi.org/10.1029/2024MS004292

This research uses ensembles of neural networks to quantify uncertainties arising from machine learning gravity wave subgrid-scale parameterizations. It is published in an open access journal here