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An Interpretable NAO Daily Prediction Model Considering Weighted Causal Effects of Physical Processes

Shijin YUAN Haoyu WU Bin MU Yuehan CUI Bo QIN Hao LI

气象学报(英文版)2025,Vol.39Issue(5):1126-1145,20.
气象学报(英文版)2025,Vol.39Issue(5):1126-1145,20.DOI:10.1007/s13351-025-4233-z

An Interpretable NAO Daily Prediction Model Considering Weighted Causal Effects of Physical Processes

An Interpretable NAO Daily Prediction Model Considering Weighted Causal Effects of Physical Processes

Shijin YUAN 1Haoyu WU 2Bin MU 1Yuehan CUI 2Bo QIN 3Hao LI4

作者信息

  • 1. School of Computer Science and Technology,Tongji University,Shanghai 201804||National Key Laboratory of Autonomous Intelligent Unmanned Systems,Tongji University,Shanghai 201210||Frontiers Science Center for Intelligent Autonomous Systems,Ministry of Education of China,Shanghai 201210
  • 2. School of Computer Science and Technology,Tongji University,Shanghai 201804
  • 3. Department of Atmospheric and Oceanic Sciences/Institute of Atmospheric Sciences,Fudan University,Shanghai 200438
  • 4. Artificial Intelligence Innovation and Incubation Institute,Fudan University,Shanghai 200433||Shanghai Academy of Artificial Intelligence for Science,Shanghai 200232
  • 折叠

摘要

关键词

North Atlantic Oscillation/Varimax-Rotation PCA/causal inference/deep learning/weather forecasting

Key words

North Atlantic Oscillation/Varimax-Rotation PCA/causal inference/deep learning/weather forecasting

引用本文复制引用

Shijin YUAN,Haoyu WU,Bin MU,Yuehan CUI,Bo QIN,Hao LI..An Interpretable NAO Daily Prediction Model Considering Weighted Causal Effects of Physical Processes[J].气象学报(英文版),2025,39(5):1126-1145,20.

基金项目

Supported by the National Key Research and Development Program of China(2020YFA0608000),Meteorological Joint Funds of the National Natural Science Foundation of China(U2142211),National Natural Science Foundation of China(42075141,42341202,and 62088101),and Shanghai Municipal Science and Technology Major Project(2021SHZDZX0100). (2020YFA0608000)

气象学报(英文版)

0894-0525

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