115 citations · 246 across the 7 of their papers we have counts for
3 papers · 1 filter
Machine Learning Emulation of Urban Land Surface Processes
David Meyer, Sue Grimmond, Peter Dueben +2
Can we improve the modeling of urban land surface processes with machine learning (ML)? A prior comparison of urban land surface models (ULSMs) found that no single model is 'best'…
Machine Learning Emulation of 3D Cloud Radiative Effects
David Meyer, Robin J. Hogan, Peter D. Dueben +1
The treatment of cloud structure in numerical weather and climate models is often greatly simplified to make them computationally affordable. Here we propose to correct the Europea…
Copula-based synthetic data augmentation for machine-learning emulators
David Meyer, Thomas Nagler, Robin J. Hogan
Can we improve machine-learning (ML) emulators with synthetic data? If data are scarce or expensive to source and a physical model is available, statistically generated data may be…