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Machine Learning With Data Assimilation and Uncertainty Quantification for Dynamical Systems:A Review

Sibo Cheng Julien Brajard Dunhui Xiao Tijana Janjic Weiping Ding Yike Guo Alberto Carrassi Marc Bocquet Rossella Arcucci César Quilodrán-Casas Said Ouala Alban Farchi Che Liu Pierre Tandeo Ronan Fablet Didier Lucor Bertrand Iooss

自动化学报（英文版）2023，Vol.10Issue(6)：1361-1387,27.

自动化学报（英文版）2023，Vol.10Issue(6)：1361-1387,27.DOI:10.1109/JAS.2023.123537

Machine Learning With Data Assimilation and Uncertainty Quantification for Dynamical Systems:A Review

Sibo Cheng ¹Julien Brajard ²Dunhui Xiao ³Tijana Janjic ⁴Weiping Ding ⁵Yike Guo ⁶Alberto Carrassi ⁷Marc Bocquet ⁸Rossella Arcucci ⁹César Quilodrán-Casas ⁹Said Ouala ¹⁰Alban Farchi ⁸Che Liu ⁹Pierre Tandeo ¹¹Ronan Fablet ¹⁰Didier Lucor ¹²Bertrand Iooss¹³

作者信息

1. Data Science Institute,Department of Computing,Imperial College London,SW72AZ London,UK
2. Sorbonne University,Paris,France,Nansen Environmental and Remote Sensing Center(NERSC),Bergen,Norway
3. School of Mathematical Sciences,Tongji University,Shanghai 200092,China
4. Mathematical Institute for Machine Learning and Data Science,KU Eichstaett-Ingolstadt,Bavaria,Germany
5. School of Information Science and Technology,Nantong University,Nantong 226019,China
6. Data Science Institute,Department of Computing,Imperial College London,SW72AZ London,UK||Department of Computer Science and Engineering,Hong Kong University of Science and Technology,Hong Kong 999077,China
7. Department of Physics and Astronomy"Augusto Righi",University of Bologna,40124 Bologna,Italy
8. CEREA,école des Ponts and EDF R&D,île-de-France,France
9. Data Science Institute,Department of Computing,Imperial College London,SW72AZ London,UK||Department of Earth Science and Engineering,Imperial College London,SW72AZ London,UK
10. IMT Atlantique,Lab-STICC,UMR CNRS 6285,France and Odyssey,Inria/IMT,France
11. IMT Atlantique,Lab-STICC,UMR CNRS 6285,France and Odyssey,Inria/IMT,France||RIKEN Center for Computational Science,Kobe,Japan
12. Laboratoire Interdisciplinaire des Sciences du Numérique,CNRS,Paris-Saclay University,F-91403,Orsay,France
13. Electricité de France(EDF),78401 Chatou,France,Institut de Mathématiques de Toulouse,31062 Toulouse,France and SINCLAIR AI Lab,Saclay,France
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摘要

关键词

Data assimilation(DA)/deep learning/machine learning(ML)/reduced-order-modelling/uncertainty quantification(UQ)

Key words

Data assimilation(DA)/deep learning/machine learning(ML)/reduced-order-modelling/uncertainty quantification(UQ)

引用本文复制引用

Sibo Cheng,Julien Brajard,Dunhui Xiao,Tijana Janjic,Weiping Ding,Yike Guo,Alberto Carrassi,Marc Bocquet,Rossella Arcucci,César Quilodrán-Casas,Said Ouala,Alban Farchi,Che Liu,Pierre Tandeo,Ronan Fablet,Didier Lucor,Bertrand Iooss..Machine Learning With Data Assimilation and Uncertainty Quantification for Dynamical Systems:A Review[J].自动化学报（英文版）,2023,10(6):1361-1387,27.

基金项目

Sibo Cheng acknowledges the support of the Leverhulme Centre for Wildfires,Environment and Society through the Leverhulme Trust(RC-2018-023).Sibo Cheng,César Quilo-dran-Casas,and Rossella Arcucci acknowledge the support of the PREMIERE project(EP/T000414/1).Dunhui Xiao would like to acknowledge the support of EPSRC grant:PURIFY(EP/V000756/1)and the Fundamental Research Funds for the Central Universities.Marc Bocquet,Julien Brajard,Alberto Carrassi,and Alban Farchi acknowledge the support of the SASIP project(353)funded by Schmidt Futures-a philan-thropic initiative that seeks to improve societal outcomes through the development of emerging science and technolo-gies.Tijana Janjic would like to thank DFG for the Heisen-berg Programm Award(JA 1077/4-1).Weiping Ding would like to acknowledge the National Natural Science Foundation of China(61976120)and the Natural Science Key Founda-tion of Jiangsu Education Department(21KJA510004) （RC-2018-023）

自动化学报（英文版）

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