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20232026
most citedFuxi-DA: A Generalized Deep Learning Data Assimilation Framework for Assimilating Satellite Observations

26 citations · 85 across the 25 of their papers we have counts for

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Showing 2024Show all

5 papers · 1 filter

cs.LG2024

Compressing high-resolution data through latent representation encoding for downscaling large-scale AI weather forecast model

Qian Liu, Bing Gong, Xiaoran Zhuang +3

The rapid advancement of artificial intelligence (AI) in weather research has been driven by the ability to learn from large, high-dimensional datasets. However, this progress also…

physics.ao-ph2024★ 8 cited

FuXi-2.0: Advancing machine learning weather forecasting model for practical applications

Xiaohui Zhong, Lei Chen, Xu Fan +3

Machine learning (ML) models have become increasingly valuable in weather forecasting, providing forecasts that not only lower computational costs but often match or exceed the acc…

cs.LG2024★ 21 cited

FuXi Weather: A data-to-forecast machine learning system for global weather

Xiuyu Sun, Xiaohui Zhong, Xiaoze Xu +8

Weather forecasting traditionally relies on numerical weather prediction (NWP) systems that integrates global observational systems, data assimilation (DA), and forecasting models.…

cs.LG2024★ 10 cited

FuXi-ENS: A machine learning model for medium-range ensemble weather forecasting

Xiaohui Zhong, Lei Chen, Hao Li +7

Ensemble forecasting is crucial for improving weather predictions, especially for forecasts of extreme events. Constructing an ensemble prediction system (EPS) based on conventiona…

cs.LG2024★ 26 cited

Fuxi-DA: A Generalized Deep Learning Data Assimilation Framework for Assimilating Satellite Observations

Xiaoze Xu, Xiuyu Sun, Wei Han +3

Data assimilation (DA), as an indispensable component within contemporary Numerical Weather Prediction (NWP) systems, plays a crucial role in generating the analysis that significa…