2024年2月22日
第17回雲解像気候学セミナー
[日時]
2024年3月11日 (月) 16:00-17:00
[場所]
東大本郷キャンパス 理学部一号館710
[発表者]
Francine Janneke Schevenhoven (ベルゲン大学)
[タイトル]
Supermodeling: an interactive ensemble of models
[要旨]
Instead of combining data from an ensemble of different models only after the simulations are performed, as in a standard multi-model ensemble, we let the models interact with each other during their simulation. This ensemble of interacting models is called a `supermodel’. Because of the interaction between the models, they can compensate for each other’s errors before the errors spread to other regions or variables. The exchange between the models is frequent enough such that the models synchronize, in order to prevent loss of variance when the models are combined. We developed methods to train the connection coefficients between the models, determining the extent and type of information exchange between the models, resulting in a supermodel that outperforms the individual models.
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