Analog ensemble data assimilation and a method for constructing analogs with variational autoencoders

1 Jun 2020 Ian Grooms

It is proposed to use analogs of the forecast mean to generate an ensemble of perturbations for use in ensemble optimal interpolation (EnOI) or ensemble variational (EnVar) methods. A new method of constructing analogs using variational autoencoders (VAEs; a machine learning method) is proposed... (read more)

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