Skillful Twelve Hour Precipitation Forecasts using Large Context Neural Networks

14 November 2021

Papers citing "Skillful Twelve Hour Precipitation Forecasts using Large Context Neural Networks"

23 / 23 papers shown

Title
Evidential Deep Learning for Probabilistic Modelling of Extreme Storm Events Ayush Khot Xihaier Luo Ai Kagawa Shinjae Yoo EDL BDL 81 0 0 18 Dec 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 28 0 0 11 Oct 2024
RainAI -- Precipitation Nowcasting from Satellite Data Rafael Pablos-Sarabia Joachim Nyborg Morten Birk Ira Assent 28 0 0 30 Nov 2023
PreDiff: Precipitation Nowcasting with Latent Diffusion Models Zhihan Gao Xingjian Shi Boran Han Hongya Wang Xiaoyong Jin Danielle C. Maddix Yi Zhu Mu Li Bernie Wang BDL DiffM 32 55 0 19 Jul 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 38 5 0 06 Apr 2023
Spatial Mixture-of-Experts Nikoli Dryden Torsten Hoefler MoE 24 9 0 24 Nov 2022
Tools for Extracting Spatio-Temporal Patterns in Meteorological Image Sequences: From Feature Engineering to Attention-Based Neural Networks A. S. Bansal Yoonjin Lee Kyle Hilburn I. Ebert‐Uphoff AI4TS 31 2 0 22 Oct 2022
Deep-Learning-Based Precipitation Nowcasting with Ground Weather Station Data and Radar Data Jihoon Ko Kyuhan Lee Hyunjin Hwang Kijung Shin 29 3 0 20 Oct 2022
SimPer: Simple Self-Supervised Learning of Periodic Targets Yuzhe Yang Xin Liu Jiang Wu Silviu Borac Dina Katabi M. Poh Daniel J. McDuff 41 45 0 06 Oct 2022
Earthformer: Exploring Space-Time Transformers for Earth System Forecasting Zhihan Gao Xingjian Shi Hao Wang Yi Zhu Yuyang Wang Mu Li Dit-Yan Yeung AI4TS 39 148 0 12 Jul 2022
Benchmark Dataset for Precipitation Forecasting by Post-Processing the Numerical Weather Prediction Taehyeon Kim Namgyu Ho Donggyu Kim Se-Young Yun BDL 12 6 0 30 Jun 2022
ENS-10: A Dataset For Post-Processing Ensemble Weather Forecasts Saleh Ashkboos La-mei Huang Nikoli Dryden Tal Ben-Nun P. Dueben Lukas Gianinazzi L. Kummer Torsten Hoefler 16 20 0 29 Jun 2022
Global Extreme Heat Forecasting Using Neural Weather Models I. Lopez‐Gomez A. McGovern Shreya Agrawal Jason Hickey AI4Cl 35 36 0 23 May 2022
WeatherBench Probability: A benchmark dataset for probabilistic medium-range weather forecasting along with deep learning baseline models Sagar Garg S. Rasp Nils Thuerey 19 22 0 02 May 2022
A Generative Deep Learning Approach to Stochastic Downscaling of Precipitation Forecasts L. Harris Andrew T. T. McRae Matthew Chantry P. Dueben T. Palmer 24 106 0 05 Apr 2022
Traffic4cast at NeurIPS 2021 -- Temporal and Spatial Few-Shot Transfer Learning in Gridded Geo-Spatial Processes Christian Eichenberger M. Neun Henry Martin Pedro Herruzo M. Spanring ... Fei Tang A. Gruca Michael K Kopp David P. Kreil Sepp Hochreiter 43 19 0 31 Mar 2022
Forecasting Global Weather with Graph Neural Networks R. Keisler AI4Cl 30 165 0 15 Feb 2022
Forecasting large-scale circulation regimes using deformable convolutional neural networks and global spatiotemporal climate data A. H. Nielsen Alexandros Iosifidis H. Karstoft AI4Cl AI4CE 22 6 0 10 Feb 2022
Robust Hybrid Learning With Expert Augmentation Antoine Wehenkel Jens Behrmann Hsiang Hsu Guillermo Sapiro Gilles Louppe and J. Jacobsen 21 8 0 08 Feb 2022
GSPMD: General and Scalable Parallelization for ML Computation Graphs Yuanzhong Xu HyoukJoong Lee Dehao Chen Blake A. Hechtman Yanping Huang ... Noam M. Shazeer Shibo Wang Tao Wang Yonghui Wu Zhifeng Chen MoE 28 127 0 10 May 2021
Accurate and Clear Precipitation Nowcasting with Consecutive Attention and Rain-map Discrimination Ashesh Buo‐Fu Chen Treng‐Shi Huang Boyo Chen Chia-Tung Chang Hsuan-Tien Lin 17 2 0 16 Feb 2021
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 219 273 0 24 Mar 2020
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Xingjian Shi Zhourong Chen Hao Wang Dit-Yan Yeung W. Wong W. Woo 230 7,903 0 13 Jun 2015