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physics.ao-ph2024
Topographic Visualization of Near-surface Temperatures for Improved Lapse Rate Estimation
Kevin Höhlein, Timothy Hewson, Rüdiger Westermann
Numerical model forecasts of near-surface temperatures are prone to error. This is because terrain can exert a strong influence on temperature that is not captured in numerical wea…
physics.ao-ph2020
A comparative study of convolutional neural network models for wind field downscaling
Kevin Höhlein, Michael Kern, Timothy Hewson +1
We analyze the applicability of convolutional neural network (CNN) architectures for downscaling of short-range forecasts of near-surface winds on extended spatial domains. Short-r…