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Deep Learning for Day Forecasts from Sparse Observations

6 June 2023

Papers citing "Deep Learning for Day Forecasts from Sparse Observations"

38 / 38 papers shown

Title
Score-based diffusion nowcasting of GOES imagery Randy J. Chase Katherine Haynes Lander Ver Hoef Imme Ebert-Uphoff DiffM 80 0 0 15 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 127 3 0 25 Apr 2025
DUNIA: Pixel-Sized Embeddings via Cross-Modal Alignment for Earth Observation Applications Ibrahim Fayad Max Zimmer Martin Schwartz P. Ciais Fabian Gieseke Gabriel Belouze Sarah Brood A. D. Truchis Alexandre d’Aspremont AI4TS 92 0 0 24 Feb 2025
Regional Weather Variable Predictions by Machine Learning with Near-Surface Observational and Atmospheric Numerical Data Yihe Zhang Bryce Turney Purushottam Sigdel Xu Yuan Eric Rappin ... Lu Peng Sercan Aygün Yazhou Tu M. H. Najafi N. Tzeng 164 1 0 11 Dec 2024
A Monte Carlo Framework for Calibrated Uncertainty Estimation in Sequence Prediction Qidong Yang Weicheng Zhu Joseph Keslin L. Zanna Tim G. J. Rudner Carlos Fernandez-Granda BDL UQCV AI4TS 85 0 0 30 Oct 2024
Modulated Adaptive Fourier Neural Operators for Temporal Interpolation of Weather Forecasts Jussi Leinonen Boris Bonev Thorsten Kurth Y. Cohen 55 0 0 24 Oct 2024
Multi-Source Temporal Attention Network for Precipitation Nowcasting Rafael Pablos-Sarabia Joachim Nyborg Morten Birk Jeppe Liborius Sjørup Anders Lillevang Vesterholt Ira Assent AI4Cl 57 0 0 11 Oct 2024
YanTian: An Application Platform for AI Global Weather Forecasting Models Wencong Cheng Jiangjiang Xia Chang Qu Zhigang Wang Xinyi Zeng Fang Huang Tianye Li 57 0 0 06 Oct 2024
Off to new Shores: A Dataset & Benchmark for (near-)coastal Flood Inundation Forecasting Brandon Victor Mathilde Letard Peter Naylor Karim Douch Nicolas Longépé Zhen He Patrick Ebel AI4CE 58 1 0 27 Sep 2024
Prithvi WxC: Foundation Model for Weather and Climate J. Schmude Sujit Roy Will Trojak Johannes Jakubik Daniel Salles Civitarese ... Campbell Watson M. Maskey Tsengdar J Lee Juan Bernabé-Moreno Rahul Ramachandran VLM AI4Cl 102 10 0 20 Sep 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 60 3 0 14 Sep 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 111 11 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 93 10 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 157 14 0 19 Jun 2024
Deep learning for precipitation nowcasting: A survey from the perspective of time series forecasting Sojung An Tae-Jin Oh Eunha Sohn Donghyun Kim AI4TS 120 8 0 07 Jun 2024
ACE Metric: Advection and Convection Evaluation for Accurate Weather Forecasting Doyi Kim Minseok Seo Yeji Choi 38 0 0 07 Jun 2024
Training of Physical Neural Networks Ali Momeni Babak Rahmani B. Scellier Logan G. Wright Peter L. McMahon ... Julie Grollier Andrea J. Liu D. Psaltis Andrea Alù Romain Fleury PINN AI4CE 125 17 0 05 Jun 2024
Deep Bayesian Filter for Bayes-faithful Data Assimilation Yuta Tarumi Keisuke Fukuda Shin-ichi Maeda 72 2 0 29 May 2024
ArchesWeather: An efficient AI weather forecasting model at 1.5° resolution Guillaume Couairon Christian Lessig A. Charantonis C. Monteleoni 63 2 0 23 May 2024
Generalizing Weather Forecast to Fine-grained Temporal Scales via Physics-AI Hybrid Modeling Wanghan Xu Fenghua Ling Wenlong Zhang Tao Han Hao Chen Wanli Ouyang Lei Bai AI4CE 226 7 0 22 May 2024
Efficient modeling of sub-kilometer surface wind with Gaussian processes and neural networks Francesco Zanetta D. Nerini Matteo Buzzi Henry Moss 63 0 0 21 May 2024
Validating Deep Learning Weather Forecast Models on Recent High-Impact Extreme Events Olivier C. Pasche Jonathan Wider Zhongwei Zhang Jakob Zscheischler Sebastian Engelke AI4Cl 161 12 0 26 Apr 2024
Implicit Assimilation of Sparse In Situ Data for Dense & Global Storm Surge Forecasting Patrick Ebel Brandon Victor Peter Naylor Gabriele Meoni Federico Serva Rochelle Schneider 40 0 0 05 Apr 2024
Universal Physics Transformers: A Framework For Efficiently Scaling Neural Operators Benedikt Alkin Andreas Fürst Simon Schmid Lukas Gruber Markus Holzleitner Johannes Brandstetter PINN AI4CE 292 13 0 19 Feb 2024
Improving Global Weather and Ocean Wave Forecast with Large Artificial Intelligence Models Fenghua Ling Ouyang Lin Boufeniza Redouane Larbi Jing-Jia Luo Tao Han Xiaohui Zhong Lei Bai AI4Cl AI4CE 84 2 0 30 Jan 2024
VN-Net: Vision-Numerical Fusion Graph Convolutional Network for Sparse Spatio-Temporal Meteorological Forecasting Yutong Xiong Xun Zhu Ming Wu Weiqing Li Fanbin Mo Chuang Zhang Bin Zhang AI4TS 55 1 0 26 Jan 2024
DiffDA: a Diffusion Model for Weather-scale Data Assimilation Langwen Huang Lukas Gianinazzi Yuejiang Yu P. Dueben Torsten Hoefler 111 38 0 11 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 116 123 0 25 Dec 2023
Scaling transformer neural networks for skillful and reliable medium-range weather forecasting Tung Nguyen Rohan Shah Hritik Bansal T. Arcomano Sandeep Madireddy R. Maulik V. Kotamarthi Ian Foster Aditya Grover AI4TS 70 68 0 06 Dec 2023
Do AI models produce better weather forecasts than physics-based models? A quantitative evaluation case study of Storm Ciarán A. Charlton-Perez H. Dacre Simon Driscoll Suzanne L. Gray Ben Harvey ... Kieran M. R. Hunt Robert W. Lee Ranjini Swaminathan R. Vandaele Ambrogio Volonté AI4Cl 109 30 0 05 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 129 25 0 05 Dec 2023
RainAI -- Precipitation Nowcasting from Satellite Data Rafael Pablos-Sarabia Joachim Nyborg Morten Birk Ira Assent 67 0 0 30 Nov 2023
PAUNet: Precipitation Attention-based U-Net for rain prediction from satellite radiance data P. J. Reddy Harish Baki Sandeep Chinta Richard Matear John Taylor 52 0 0 30 Nov 2023
Leveraging AI for Natural Disaster Management : Takeaways From The Moroccan Earthquake Morocco Solidarity Hackathon 61 3 0 15 Nov 2023
Sim2Real for Environmental Neural Processes Jonas Scholz Tom R. Andersson Anna Vaughan James Requeima Richard Turner 58 3 0 30 Oct 2023
AI Foundation Models for Weather and Climate: Applications, Design, and Implementation S. K. Mukkavilli Daniel Salles Civitarese J. Schmude Johannes Jakubik Anne Jones ... R. Ganti Hendrik Hamann U. Nair Rahul Ramachandran Kommy Weldemariam AI4Cl AI4CE 97 18 0 19 Sep 2023
WeatherBench 2: A benchmark for the next generation of data-driven global weather models S. Rasp Stephan Hoyer Alexander Merose I. Langmore Peter W. Battaglia ... Carla Bromberg Jared Sisk Luke Barrington Aaron Bell Fei Sha AI4Cl 117 130 0 29 Aug 2023
Inductive biases in deep learning models for weather prediction Jannik Thümmel Matthias Karlbauer S. Otte C. Zarfl Georg Martius ... Thomas Scholten Ulrich Friedrich V. Wulfmeyer B. Goswami Martin Volker Butz AI4CE 113 6 0 06 Apr 2023