Score-based Data Assimilation

18 June 2023

Papers citing "Score-based Data Assimilation"

9 / 9 papers shown

Title
Appa: Bending Weather Dynamics with Latent Diffusion Models for Global Data Assimilation Gérome Andry François Rozet Sacha Lewin Omer Rochman Victor Mangeleer Matthias Pirlet Elise Faulx Marilaure Grégoire Gilles Louppe AI4Cl 61 0 0 25 Apr 2025
Ensemble-based, large-eddy reconstruction of wind turbine inflow in a near-stationary atmospheric boundary layer through generative artificial intelligence A. Rybchuk Luis A. Martínez-Tossas Stefano Letizia N. Hamilton Andy Scholbrock Emina Maric Daniel R. Houck Thomas G. Herges Nathaniel B. de Velder P. Doubrawa AI4CE 26 0 0 17 Oct 2024
State-observation augmented diffusion model for nonlinear assimilation with unknown dynamics Zhuoyuan Li Bin Dong Linyue Chu 18 0 0 31 Jul 2024
Generative Data Assimilation of Sparse Weather Station Observations at Kilometer Scales Peter Manshausen Y. Cohen Jaideep Pathak Jaideep Pathak Piyush Garg Morteza Mardani K. Kashinath Simon Byrne Noah D. Brenowitz Noah Brenowitz 37 8 0 19 Jun 2024
Neural Approximate Mirror Maps for Constrained Diffusion Models Berthy T. Feng Ricardo Baptista Katherine L. Bouman MedIm DiffM 35 3 0 18 Jun 2024
PQMass: Probabilistic Assessment of the Quality of Generative Models using Probability Mass Estimation Pablo Lemos Sammy N. Sharief Nikolay Malkin Laurence Perreault Levasseur Y. Hezaveh Laurence Perreault-Levasseur Yashar Hezaveh 11 3 0 06 Feb 2024
DiffDA: a Diffusion Model for Weather-scale Data Assimilation Langwen Huang Lukas Gianinazzi Yuejiang Yu P. Dueben Torsten Hoefler 19 27 0 11 Jan 2024
A framework for conditional diffusion modelling with applications in motif scaffolding for protein design Kieran Didi Francisco Vargas Simon V. Mathis Vincent Dutordoir Emile Mathieu U. J. Komorowska Pietro Lió DiffM 25 13 0 14 Dec 2023
Attention-based Convolutional Autoencoders for 3D-Variational Data Assimilation Julian Mack Rossella Arcucci Miguel Molina-Solana Yi-Ke Guo 3DPC 40 34 0 06 Jan 2021