Fig. 1

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Schematic representation of the model. The blocks are described in detail in Sect. 4. Solid lines show connections between blocks that propagate gradients during training of the flow and observational encoder. Dashed lines in the autoencoder do not back-propagate gradients during training. Dotted lines are only used in validation to produce surface-temperature maps.
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