Benefits of Stochastic Weight Averaging in Developing Neural Network Radiation Scheme for Numerical...
Benefits of Stochastic Weight Averaging in Developing Neural Network Radiation Scheme for Numerical Weather Prediction
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Washington: John Wiley & Sons, Inc
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English
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Washington: John Wiley & Sons, Inc
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Stochastic weight averaging (SWA) was applied to improve the radiation emulator based on a sequential neural network (SNN) in a numerical weather prediction model over Korea. While the SWA has advantages in terms of generalization such as the ensemble model, the computational cost is maintained at the same level as that of a single model. In this s...
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Benefits of Stochastic Weight Averaging in Developing Neural Network Radiation Scheme for Numerical Weather Prediction
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TN_cdi_proquest_journals_2728484677
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https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_proquest_journals_2728484677
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ISSN
1942-2466
E-ISSN
1942-2466
DOI
10.1029/2021MS002921
