MetNet: A Neural Weather Model for Precipitation Forecasting

24 March 2020

Papers citing "MetNet: A Neural Weather Model for Precipitation Forecasting"

50 / 109 papers shown

Title
It is all Connected: A New Graph Formulation for Spatio-Temporal Forecasting Lars Odegaard Bentsen N. Warakagoda R. Stenbro P. Engelstad AI4TS 13 1 0 23 Mar 2023
Weather2K: A Multivariate Spatio-Temporal Benchmark Dataset for Meteorological Forecasting Based on Real-Time Observation Data from Ground Weather Stations Xun Zhu Yutong Xiong Ming Wu Gaozhen Nie Bin Zhang Ziheng Yang AI4TS 28 17 0 21 Feb 2023
WF-UNet: Weather Fusion UNet for Precipitation Nowcasting Christos Kaparakis S. Mehrkanoon 23 4 0 08 Feb 2023
Diffusion Models for High-Resolution Solar Forecasts Yusuke Hatanaka Yannik Glaser Geoff Galgon G. Torri Peter Sadowski DiffM 24 19 0 01 Feb 2023
ClimaX: A foundation model for weather and climate Tung Nguyen Johannes Brandstetter Ashish Kapoor Jayesh K. Gupta Aditya Grover AI4Cl AI4CE 11 244 0 24 Jan 2023
GraphCast: Learning skillful medium-range global weather forecasting Rémi R. Lam Alvaro Sanchez-Gonzalez Matthew Willson Peter Wirnsberger Meire Fortunato ... Oriol Vinyals Jacklynn Stott Alexander Pritzel S. Mohamed Peter W. Battaglia AI4Cl 18 275 0 24 Dec 2022
Domain Generalization Strategy to Train Classifiers Robust to Spatial-Temporal Shift Min-seok Seo Do-Yeon Kim Seungheon Shin Eunbin Kim Sewoong Ahn Yeji Choi OOD 23 8 0 06 Dec 2022
Simple Baseline for Weather Forecasting Using Spatiotemporal Context Aggregation Network Min-seok Seo Do-Yeon Kim Seungheon Shin Eunbin Kim Sewoong Ahn Yeji Choi AI4TS 17 10 0 06 Dec 2022
Spatial Mixture-of-Experts Nikoli Dryden Torsten Hoefler MoE 34 9 0 24 Nov 2022
Pangu-Weather: A 3D High-Resolution Model for Fast and Accurate Global Weather Forecast Kaifeng Bi Lingxi Xie Hengheng Zhang Xin Chen Xiaotao Gu Qi Tian AI4Cl 28 157 0 03 Nov 2022
LMPriors: Pre-Trained Language Models as Task-Specific Priors Kristy Choi Chris Cundy Sanjari Srivastava Stefano Ermon BDL 56 37 0 22 Oct 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 38 2 0 22 Oct 2022
Neural Network Approximations of PDEs Beyond Linearity: A Representational Perspective Tanya Marwah Zachary Chase Lipton Jianfeng Lu Andrej Risteski 52 10 0 21 Oct 2022
Deep-Learning-Based Precipitation Nowcasting with Ground Weather Station Data and Radar Data Jihoon Ko Kyuhan Lee Hyunjin Hwang Kijung Shin 36 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
Towards Multi-spatiotemporal-scale Generalized PDE Modeling Jayesh K. Gupta Johannes Brandstetter AI4CE 53 118 0 30 Sep 2022
Clifford Neural Layers for PDE Modeling Johannes Brandstetter Rianne van den Berg Max Welling Jayesh K. Gupta AI4CE 62 80 0 08 Sep 2022
A Novel Transformer Network with Shifted Window Cross-Attention for Spatiotemporal Weather Forecasting Alabi Bojesomo Hasan Al-Marzouqi P. Liatsis 11 9 0 02 Aug 2022
Benchmark Dataset for Precipitation Forecasting by Post-Processing the Numerical Weather Prediction Taehyeon Kim Namgyu Ho Donggyu Kim Se-Young Yun BDL 20 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 22 20 0 29 Jun 2022
Omnivision forecasting: combining satellite observations with sky images for improved intra-hour solar energy predictions Quentin Paletta Guillaume Arbod Joan Lasenby 25 2 0 07 Jun 2022
MS-RNN: A Flexible Multi-Scale Framework for Spatiotemporal Predictive Learning Zhifeng Ma Hao Zhang Jie Liu HAI AI4CE 25 12 0 07 Jun 2022
Calibrated Bagging Deep Learning for Image Semantic Segmentation: A Case Study on COVID-19 Chest X-ray Image Lucy Nwosu Xiangfang Li Lijun Qian Seungchan Kim Xishuang Dong 32 3 0 27 May 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 46 19 0 31 Mar 2022
Increasing the accuracy and resolution of precipitation forecasts using deep generative models Ilan Price S. Rasp AI4Cl 37 50 0 23 Mar 2022
Effective Training Strategies for Deep-learning-based Precipitation Nowcasting and Estimation Jihoon Ko Kyuhan Lee Hyun-Sun Hwang Seok-Geun Oh S. Son Kijung Shin AI4Cl 43 39 0 17 Feb 2022
Forecasting Global Weather with Graph Neural Networks R. Keisler AI4Cl 33 166 0 15 Feb 2022
HiSTGNN: Hierarchical Spatio-temporal Graph Neural Networks for Weather Forecasting Minbo Ma Peng Xie Fei Teng Tian-Jie Li Bin Wang Shenggong Ji Junbo Zhang AI4TS 17 9 0 22 Jan 2022
A Systematic Exploration of Reservoir Computing for Forecasting Complex Spatiotemporal Dynamics Jason A. Platt S. Penny T. A. Smith Tse-Chun Chen H. Abarbanel AI4TS 35 32 0 21 Jan 2022
MS-nowcasting: Operational Precipitation Nowcasting with Convolutional LSTMs at Microsoft Weather Sylwester Klocek Haiyu Dong M. Dixon Panashe Kanengoni Najeeb Kazmi Pete Luferenko Zhongjian Lv Shikhar Sharma Jonathan A. Weyn Siqi Xiang AI4Cl 29 22 0 18 Nov 2021
Skillful Twelve Hour Precipitation Forecasts using Large Context Neural Networks L. Espeholt Shreya Agrawal C. Sønderby M. Kumar Jonathan Heek Carla Bromberg Cenk Gazen Jason Hickey Aaron Bell Nal Kalchbrenner AI4Cl 22 47 0 14 Nov 2021
S3RP: Self-Supervised Super-Resolution and Prediction for Advection-Diffusion Process Chulin Wang K. Yeo Xiao Jin Andrés Codas L. Klein Bruce Elmegreen DiffM 52 12 0 08 Nov 2021
PlumeCityNet: Multi-Resolution Air Quality Forecasting Thibaut Cassard Grégoire Jauvion Antoine Alléon B. Quennehen David Lissmyr MoE 34 0 0 06 Oct 2021
Short-term precipitation prediction using deep learning Guoxing Chen Wei‐Chyung Wang AI4Cl 27 30 0 05 Oct 2021
Deep Learning for Rain Fade Prediction in Satellite Communications A. Ferdowsi D. Whitefield 8 7 0 02 Oct 2021
Revisiting the Calibration of Modern Neural Networks Matthias Minderer Josip Djolonga Rob Romijnders F. Hubis Xiaohua Zhai N. Houlsby Dustin Tran Mario Lucic UQCV 33 356 0 15 Jun 2021
ECLIPSE : Envisioning CLoud Induced Perturbations in Solar Energy Quentin Paletta Anthony Hu Guillaume Arbod Joan Lasenby 32 34 0 26 Apr 2021
VideoGPT: Video Generation using VQ-VAE and Transformers Wilson Yan Yunzhi Zhang Pieter Abbeel A. Srinivas ViT VGen 245 484 0 20 Apr 2021
Skillful Precipitation Nowcasting using Deep Generative Models of Radar Suman V. Ravuri Karel Lenc Matthew Willson D. Kangin Rémi R. Lam ... R. Hadsell Nial H. Robinson Ellen Clancy A. Arribas S. Mohamed AI4Cl 14 722 0 02 Apr 2021
Variational Data Assimilation with a Learned Inverse Observation Operator Thomas Frerix Dmitrii Kochkov Jamie A. Smith Daniel Cremers M. Brenner Stephan Hoyer 28 29 0 22 Feb 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 25 2 0 16 Feb 2021
Generative Models as Distributions of Functions Emilien Dupont Yee Whye Teh Arnaud Doucet 22 103 0 09 Feb 2021
Conditional Local Convolution for Spatio-temporal Meteorological Forecasting Haitao Lin Zhangyang Gao Yongjie Xu Lirong Wu Ling Li Stan. Z. Li AI4TS 124 72 0 04 Jan 2021
RainBench: Towards Global Precipitation Forecasting from Satellite Imagery Christian Schroeder de Witt Catherine Tong Valentina Zantedeschi D. Martini F. Kalaitzis Matthew Chantry D. Watson‐Parris Piotr Bilinski AI4Cl 15 11 0 17 Dec 2020
Convolutional LSTM Neural Networks for Modeling Wildland Fire Dynamics J. Burge M. Bonanni M. Ihme Lily Hu 19 19 0 11 Dec 2020
Hurricane Forecasting: A Novel Multimodal Machine Learning Framework L. Boussioux C. Zeng Théo Guénais Dimitris Bertsimas 14 38 0 11 Nov 2020
Deep coastal sea elements forecasting using U-Net based models Jesús García Fernández Ismail Alaoui Abdellaoui S. Mehrkanoon AI4Cl 25 27 0 06 Nov 2020