Attempts to parameterize cloud water profiles using a neural network

Attempts to parameterize cloud water profiles using a neural network

Atmospheric state variables from a Numerical Weather Prediction (NWP) model are combined with analyzed cloud base heights in a neural network, with the objective to model corresponding cloud water profiles. It was found that the neural network was incapable of resolving the inherently non‐linear ver...

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Veröffentlicht in:Atmospheric science letters 2004-10, Vol.5 (7), p.141-145
Hauptverfasser: Michelson, D. B., Landelius, T., Jones, C. G., Collier, C. G.
Format: Artikel
Sprache:eng
Schlagworte:
Applied mathematics
Cloud water
Clouds
neural network
Neural networks
Numerical Weather Prediction
radar
Weather forecasting
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Zusammenfassung:Atmospheric state variables from a Numerical Weather Prediction (NWP) model are combined with analyzed cloud base heights in a neural network, with the objective to model corresponding cloud water profiles. It was found that the neural network was incapable of resolving the inherently non‐linear vertical cloud water distributions. Copyright © 2004 Royal Meteorological Society
ISSN:1530-261X
1530-261X
DOI:10.1002/asl.76