Deep Data Assimilation: Integrating Deep Learning with Data Assimilation

In this paper, we propose Deep Data Assimilation (DDA), an integration of Data Assimilation (DA) with Machine Learning (ML). DA is the Bayesian approximation of the true state of some physical system at a given time by combining time-distributed observations with a dynamic model in an optimal way. W...

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Bibliographic Details
Main Authors: Rossella Arcucci, Jiangcheng Zhu, Shuang Hu, Yi-Ke Guo
Format: Article
Language:English
Published: MDPI AG 2021-01-01
Series:Applied Sciences
Subjects:
Online Access:https://www.mdpi.com/2076-3417/11/3/1114