Generative Data Assimilation of Sparse Weather Station Observations at Kilometer Scales

Generative Data Assimilation of Sparse Weather Station Observations at Kilometer Scales

19 June 2024

Peter Manshausen

Jaideep Pathak

Morteza Mardani

Noah D. Brenowitz

Noah Brenowitz

Papers citing "Generative Data Assimilation of Sparse Weather Station Observations at Kilometer Scales"

5 / 5 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
Kilometer-Scale Convection Allowing Model Emulation using Generative Diffusion Modeling Jaideep Pathak Y. Cohen Piyush Garg Peter Harrington Noah D. Brenowitz ... Morteza Mardani Arash Vahdat Shaoming Xu K. Kashinath Michael Pritchard DiffM AI4Cl 32 7 0 20 Aug 2024
Score-based Data Assimilation François Rozet Gilles Louppe 32 32 0 18 Jun 2023
RePaint: Inpainting using Denoising Diffusion Probabilistic Models Andreas Lugmayr Martin Danelljan Andrés Romero F. I. F. Richard Yu Radu Timofte Luc Van Gool DiffM 203 1,330 0 24 Jan 2022