Downscaling medium-range ensemble forecasts using a neural network approach

In this study, we present an application of self-organizing maps (SOMs) to downscaling weekly ensemble forecasts for probabilistic prediction of local precipitation in Japan. SOM is simultaneously employed on four elemental variables derived from the JRA55 reanalysis over area of study (Southwest...

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Bibliographic Details
Main Authors: M. Ohba, S. Kadokura, Y. Yoshida, D. Nohara, Y. Toyoda
Format: Article
Language:English
Published: Copernicus Publications 2015-06-01
Series:Proceedings of the International Association of Hydrological Sciences
Online Access:https://www.proc-iahs.net/369/7/2015/piahs-369-7-2015.pdf