Rapid simulations of atmospheric data assimilation of hourly-scale phenomena with modern neural networks

Author:

Li Yiyuan1ORCID,Ju Xiting1ORCID,Xiao Yi1ORCID,Jia Qilong1ORCID,Zhou Yongxiao1ORCID,Qian Simeng2ORCID,Lin Rongfen3ORCID,Yang Bin1ORCID,Shi Shupeng4ORCID,Liu Xin3ORCID,Gao Jie3ORCID,Wang Zhen3ORCID,Liu Sha3ORCID,Tan Jian3ORCID,Wang Xuan3ORCID,Hu Zhengding5ORCID,Yan Limin6ORCID,Xue Wei17ORCID

Affiliation:

1. Tsinghua University, Beijing, China

2. National Supercomputing Center in Wuxi, Wuxi, China

3. National Research Center of Parallel Computer Engineering and Technology, Wuxi, China

4. National Supercomputing Center in Wuxi, Wuxi, Jiangsu, China

5. University of Science and Technology of China, Hefei, China

6. Beijing Sankuai Online Technology Co.,Ltd, Beijing, China

7. Department of Computer Technology and Application, Qinghai University, Xining, China

Publisher

ACM

Reference41 articles.

1. Vivek Balasubramanian , Matteo Turilli , Weiming Hu , Matthieu Lefebvre , Wenjie Lei , Ryan Modrak , Guido Cervone , Jeroen Tromp , and Shantenu Jha . 2018. Harnessing the power of many: Extensible toolkit for scalable ensemble applications. In 2018 IEEE international parallel and distributed processing symposium (IPDPS) . IEEE , 536--545. Vivek Balasubramanian, Matteo Turilli, Weiming Hu, Matthieu Lefebvre, Wenjie Lei, Ryan Modrak, Guido Cervone, Jeroen Tromp, and Shantenu Jha. 2018. Harnessing the power of many: Extensible toolkit for scalable ensemble applications. In 2018 IEEE international parallel and distributed processing symposium (IPDPS). IEEE, 536--545.

2. A review of operational methods of variational and ensemble‐variational data assimilation

3. The quiet revolution of numerical weather prediction

4. Kaifeng Bi , Lingxi Xie , Hengheng Zhang , Xin Chen , Xiaotao Gu , and Qi Tian . 2022. Pangu-Weather: A 3D High-Resolution Model for Fast and Accurate Global Weather Forecast. arXiv preprint arXiv:2211.02556 ( 2022 ). Kaifeng Bi, Lingxi Xie, Hengheng Zhang, Xin Chen, Xiaotao Gu, and Qi Tian. 2022. Pangu-Weather: A 3D High-Resolution Model for Fast and Accurate Global Weather Forecast. arXiv preprint arXiv:2211.02556 (2022).

5. Jay Jay Billings and Shantenu Jha . 2017. Toward common components for open workflow systems. arXiv preprint arXiv:1710.06774 ( 2017 ). Jay Jay Billings and Shantenu Jha. 2017. Toward common components for open workflow systems. arXiv preprint arXiv:1710.06774 (2017).

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