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cs.LG2025
Learning more physically realistic dynamics in machine-learning based weather forecasting with latent-space constraints
Hang Fan, Yi Xiao, Yongquan Qu +5
Data-driven machine learning (ML) models are reshaping weather forecasting and have shown the potential to accelerate and surpass traditional physics-based approaches, leading to a…
cs.LG2024★ 1 cited
VAE-Var: Variational-Autoencoder-Enhanced Variational Assimilation
Yi Xiao, Qilong Jia, Wei Xue +1
Data assimilation refers to a set of algorithms designed to compute the optimal estimate of a system's state by refining the prior prediction (known as background states) using obs…