Deriving Accurate Surface Meteorological States at Arbitrary Locations via Observation-Guided Continuous Neural Field Modeling

Author:

Liu Zili1ORCID,Chen Hao2,Bai Lei2,Li Wenyuan3,Chen Keyan1ORCID,Wang Zhengyi2,Ouyang Wanli2,Zou Zhengxia2ORCID,Shi Zhenwei1ORCID

Affiliation:

1. Image Processing Center, School of Astronautics, and the State Key Laboratory of Virtual Reality Technology and Systems, Beihang University, Beijing, China

2. Shanghai Artificial Intelligence Laboratory, Shanghai, China

3. Department of Geography, The University of Hong Kong, Hong Kong, China

Funder

National Natural Science Foundation of China

National Key Research and Development Program of China

Beijing Natural Science Foundation

Fundamental Research Funds for the Central Universities

Youth Innovation Team of China Meteorological Administration

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Reference74 articles.

1. Deep Learning-Based Weather Prediction: A Survey

2. AI foundation models for weather and climate: Applications, design, and implementation;Karthik Mukkavilli;arXiv:2309.10808,2023

3. Foundation models for weather and climate data understanding: A comprehensive survey;Chen;arXiv:2312.03014,2023

4. Accurate medium-range global weather forecasting with 3D neural networks

5. Learning skillful medium-range global weather forecasting

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