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Combining data assimilation and machine learning to estimate parameters
  of a convective-scale model

Combining data assimilation and machine learning to estimate parameters of a convective-scale model

7 September 2021
Stefanie Legler
T. Janjić
ArXivPDFHTML

Papers citing "Combining data assimilation and machine learning to estimate parameters of a convective-scale model"

5 / 5 papers shown
Title
FuXi Weather: An end-to-end machine learning weather data assimilation
  and forecasting system
FuXi Weather: An end-to-end machine learning weather data assimilation and forecasting system
Xiuyu Sun
Xiaohui Zhong
Xiaoze Xu
Yuanqing Huang
Hao Li
Jie Feng
Wei Han
Libo Wu
Yuan Qi
AI4Cl
36
4
0
10 Aug 2024
Interpretable Machine Learning for Weather and Climate Prediction: A
  Survey
Interpretable Machine Learning for Weather and Climate Prediction: A Survey
Ruyi Yang
Jingyu Hu
Zihao Li
Jianli Mu
Tingzhao Yu
Jiangjiang Xia
Xuhong Li
Aritra Dasgupta
Haoyi Xiong
AI4CE
34
4
0
24 Mar 2024
Machine learning with data assimilation and uncertainty quantification
  for dynamical systems: a review
Machine learning with data assimilation and uncertainty quantification for dynamical systems: a review
Sibo Cheng
César Quilodrán-Casas
Said Ouala
A. Farchi
Che Liu
...
Weiping Ding
Yike Guo
A. Carrassi
Marc Bocquet
Rossella Arcucci
AI4CE
32
124
0
18 Mar 2023
Machine Learning for Stochastic Parameterization: Generative Adversarial
  Networks in the Lorenz '96 Model
Machine Learning for Stochastic Parameterization: Generative Adversarial Networks in the Lorenz '96 Model
D. Gagne
H. Christensen
A. Subramanian
A. Monahan
AI4CE
BDL
44
139
0
10 Sep 2019
Simple and Scalable Predictive Uncertainty Estimation using Deep
  Ensembles
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles
Balaji Lakshminarayanan
Alexander Pritzel
Charles Blundell
UQCV
BDL
276
5,675
0
05 Dec 2016
1