DiffDA: a Diffusion Model for Weather-scale Data Assimilation

11 January 2024

Papers citing "DiffDA: a Diffusion Model for Weather-scale Data Assimilation"

22 / 22 papers shown

Title
Generative diffusion model surrogates for mechanistic agent-based biological models Tien Comlekoglu J. Q. Toledo-Marín Douglas W. DeSimone Shayn M. Peirce Geoffrey C. Fox J. Glazier DiffM MedIm 53 1 0 01 May 2025
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 66 1 0 25 Apr 2025
Adversarial Observations in Weather Forecasting Erik Imgrund Thorsten Eisenhofer Konrad Rieck AAML 34 0 0 22 Apr 2025
Ensemble Kalman filter in latent space using a variational autoencoder pair I. Pasmans Yumeng Chen Tobias S. Finn Marc Bocquet A. Carrassi 45 0 0 18 Feb 2025
Kolmogorov Arnold Neural Interpolator for Downscaling and Correcting Meteorological Fields from In-Situ Observations Zili Liu Hao Chen Junlin Wu Wenyuan Li Zhengxia Zou Zhenwei Shi 48 1 0 24 Jan 2025
Subject Representation Learning from EEG using Graph Convolutional Variational Autoencoders Aditya Mishra Ahnaf Mozib Samin Ali Etemad J. Hashemi 34 0 0 13 Jan 2025
On conditional diffusion models for PDE simulations Aliaksandra Shysheya Cristiana-Diana Diaconu Federico Bergamin P. Perdikaris José Miguel Hernández-Lobato Richard E. Turner Emile Mathieu DiffM 31 5 0 21 Oct 2024
Exploring the design space of deep-learning-based weather forecasting systems Shoaib Ahmed Siddiqui Jean Kossaifi Boris Bonev Christopher Choy Jan Kautz David M. Krueger Kamyar Azizzadenesheli AI4CE OOD 20 3 0 09 Oct 2024
WeatherReal: A Benchmark Based on In-Situ Observations for Evaluating Weather Models Weixin Jin Jonathan A. Weyn Pengcheng Zhao Siqi Xiang Jiang Bian Zuliang Fang Haiyu Dong Hongyu Sun Kit Thambiratnam Qi Zhang 26 1 0 14 Sep 2024
Latent-EnSF: A Latent Ensemble Score Filter for High-Dimensional Data Assimilation with Sparse Observation Data Phillip Si Peng Chen 26 1 0 29 Aug 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 39 8 0 20 Aug 2024
Data driven weather forecasts trained and initialised directly from observations Anthony McNally Christian Lessig Peter Lean Eulalie Boucher Mihai Alexe ... Marcin Chrust F. Pinault Ethel Villeneuve Niels Bormann Sean Healy AI4Cl 18 9 0 22 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 53 10 0 19 Jun 2024
A Comprehensive Evaluation of Generative Models in Calorimeter Shower Simulation Farzana Yasmin Ahmad Vanamala Venkataswamy Geoffrey Fox DiffM 30 5 0 08 Jun 2024
FNP: Fourier Neural Processes for Arbitrary-Resolution Data Assimilation Kun Chen Tao Chen Peng Ye Hao Chen Kang Chen Tao Han Wanli Ouyang Lei Bai 30 1 0 03 Jun 2024
VAE-Var: Variational-Autoencoder-Enhanced Variational Assimilation Yi Xiao Qilong Jia Wei Xue Lei Bai DRL 24 0 0 22 May 2024
Data Assimilation with Machine Learning Surrogate Models: A Case Study with FourCastNet Melissa Adrian Daniel Sanz-Alonso Rebecca Willett 36 4 0 21 May 2024
A Survey on Diffusion Models for Time Series and Spatio-Temporal Data Yiyuan Yang Ming Jin Haomin Wen Chaoli Zhang Yuxuan Liang ... Bin Yang Zenglin Xu Jiang Bian Shirui Pan Qingsong Wen DiffM AI4TS SyDa 37 39 0 29 Apr 2024
Generative Diffusion-based Downscaling for Climate Robbie A. Watt Laura A. Mansfield DiffM 35 3 0 27 Apr 2024
Deep Generative Data Assimilation in Multimodal Setting Yongquan Qu Juan Nathaniel Shuolin Li Pierre Gentine 3DGS 31 15 0 10 Apr 2024
Score-based Data Assimilation François Rozet Gilles Louppe 40 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 233 1,355 0 24 Jan 2022