Precipitation nowcasting with generative diffusion models

Precipitation nowcasting with generative diffusion models

13 August 2023

Alberto Paparella

Stefano Colamonaco

Papers citing "Precipitation nowcasting with generative diffusion models"

10 / 10 papers shown

Title
CNCast: Leveraging 3D Swin Transformer and DiT for Enhanced Regional Weather Forecasting Hongli Liang Yuanting Zhang Qingye Meng Shuangshuang He Xingyuan Yuan 46 0 0 16 Mar 2025
VegeDiff: Latent Diffusion Model for Geospatial Vegetation Forecasting Sijie Zhao Hao Chen Xue-liang Zhang P. Xiao Lei Bai Wanli Ouyang DiffM 25 0 0 17 Jul 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 23 7 0 29 Apr 2024
Weather Prediction with Diffusion Guided by Realistic Forecast Processes Zhanxiang Hua Yutong He Chengqian Ma Alexandra K. Anderson-Frey DiffM AI4CE 18 6 0 06 Feb 2024
Wind speed super-resolution and validation: from ERA5 to CERRA via diffusion models Fabio Merizzi Andrea Asperti Stefano Colamonaco 12 7 0 27 Jan 2024
GenCast: Diffusion-based ensemble forecasting for medium-range weather Ilan Price Alvaro Sanchez-Gonzalez Ferran Alet Tom R. Andersson Andrew El-Kadi ... Jacklynn Stott Shakir Mohamed Peter W. Battaglia Rémi R. Lam Matthew Willson 13 105 0 25 Dec 2023
Foundation Models for Weather and Climate Data Understanding: A Comprehensive Survey Shengchao Chen Guodong Long Jing Jiang Dikai Liu Chengqi Zhang SyDa AI4CE 18 15 0 05 Dec 2023
MetNet: A Neural Weather Model for Precipitation Forecasting C. Sønderby L. Espeholt Jonathan Heek Mostafa Dehghani Avital Oliver Tim Salimans Shreya Agrawal Jason Hickey Nal Kalchbrenner AI4Cl 206 242 0 24 Mar 2020
Conditional Image Synthesis With Auxiliary Classifier GANs Augustus Odena C. Olah Jonathon Shlens GAN 224 3,179 0 30 Oct 2016
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Xingjian Shi Zhourong Chen Hao Wang Dit-Yan Yeung W. Wong W. Woo 193 7,816 0 13 Jun 2015