most citedContinuous data assimilation of large eddy simulation by lattice Boltzmann method and local ensemble transform Kalman filter (LBM-LETKF)

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cs.LG2023

Generating observation guided ensembles for data assimilation with denoising diffusion probabilistic model

Yuuichi Asahi, Yuta Hasegawa, Naoyuki Onodera +3

This paper presents an ensemble data assimilation method using the pseudo ensembles generated by denoising diffusion probabilistic model. Since the model is trained against noisy a…