Data Assimilation in the Latent Space of a Neural Network

22 December 2020

Papers citing "Data Assimilation in the Latent Space of a Neural Network"

6 / 6 papers shown

Title
State-observation augmented diffusion model for nonlinear assimilation with unknown dynamics Zhuoyuan Li Bin Dong Linyue Chu 38 0 0 31 Jul 2024
A generative model for surrogates of spatial-temporal wildfire nowcasting Sibo Cheng Yike Guo Rossella Arcucci SyDa AI4CE 30 7 0 05 Aug 2023
Generalised Latent Assimilation in Heterogeneous Reduced Spaces with Machine Learning Surrogate Models Sibo Cheng Jianhua Chen Charitos Anastasiou P. Angeli Omar K. Matar Yi-Ke Guo Christopher C. Pain Rossella Arcucci AI4CE 44 60 0 07 Apr 2022
Observation Error Covariance Specification in Dynamical Systems for Data assimilation using Recurrent Neural Networks Sibo Cheng Mingming Qiu 32 22 0 11 Nov 2021
Bridging observation, theory and numerical simulation of the ocean using Machine Learning Maike Sonnewald Redouane Lguensat Daniel C. Jones P. Dueben J. Brajard Venkatramani Balaji AI4Cl AI4CE 48 100 0 26 Apr 2021
Attention-based Convolutional Autoencoders for 3D-Variational Data Assimilation Julian Mack Rossella Arcucci Miguel Molina-Solana Yi-Ke Guo 3DPC 50 34 0 06 Jan 2021