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
CloudCast -- Total Cloud Cover Nowcasting with Machine Learning Mikko Partio Leila Hieta Anniina Kokkonen 16 1 0 20 May 2025
RainPro-8: An Efficient Deep Learning Model to Estimate Rainfall Probabilities Over 8 Hours Rafael Pablos-Sarabia Joachim Nyborg Morten Birk Jeppe Liborius Sjørup Anders Lillevang Vesterholt Ira Assent BDL AI4Cl 41 0 0 15 May 2025
UNet with Axial Transformer : A Neural Weather Model for Precipitation Nowcasting Maitreya Sonawane Sumit Mamtani 65 0 0 28 Apr 2025
A Physics-guided Multimodal Transformer Path to Weather and Climate Sciences Jing Han Hanting Chen Kai Han X. Huang Yongyun Hu Wenjun Xu Dacheng Tao Ping Zhang AI4CE 39 0 0 19 Apr 2025
Explainable AI-Based Interface System for Weather Forecasting Model Soyeon Kim Junho Choi Yeji Choi Subeen Lee Artyom Stitsyuk Minkyoung Park Seongyeop Jeong Youhyun Baek Jaesik Choi XAI 48 2 0 01 Apr 2025
A Decade of Deep Learning for Remote Sensing Spatiotemporal Fusion: Advances, Challenges, and Opportunities Enzhe Sun Yongchuan Cui Peng Liu Jining Yan 42 1 0 01 Apr 2025
Towards scientific machine learning for granular material simulations -- challenges and opportunities Marc Fransen Andreas Fürst D. Tunuguntla Daniel N. Wilke Benedikt Alkin ... Takayuki Shuku WaiChing Sun T. Weinhart Dongwei Ye Hongyang Cheng AI4CE 31 0 0 01 Apr 2025
Data-driven Precipitation Nowcasting Using Satellite Imagery Young-Jae Park Doyi Kim Minseok Seo Hae-Gon Jeon Yeji Choi AI4Cl 70 0 0 16 Dec 2024
Self-Supervised Learning with Probabilistic Density Labeling for Rainfall Probability Estimation Junha Lee Sojung An Sujeong You Namik Cho 73 0 0 08 Dec 2024
PACER: Physics Informed Uncertainty Aware Climate Emulator Hira Saleem Flora Salim Cormac Purcell 24 0 0 29 Oct 2024
Extreme Precipitation Nowcasting using Multi-Task Latent Diffusion Models Li Chaorong Ling Xudong Yang Qiang Qin Fengqing Huang Yuanyuan 31 0 0 18 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 28 0 0 11 Oct 2024
Masked Autoregressive Model for Weather Forecasting Doyi Kim Minseok Seo Hakjin Lee Junghoon Seo 33 0 0 30 Sep 2024
STAA: Spatio-Temporal Alignment Attention for Short-Term Precipitation Forecasting Min Chen Hao Yang Shaohan Li Xiaolin Qin 42 1 0 06 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 37 8 0 20 Aug 2024
Comparing and Contrasting Deep Learning Weather Prediction Backbones on Navier-Stokes and Atmospheric Dynamics Matthias Karlbauer Danielle C. Maddix Abdul Fatir Ansari Boran Han Gaurav Gupta Yuyang Wang Andrew Stuart Michael W. Mahoney AI4TS 54 1 0 19 Jul 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 54 7 0 07 Jun 2024
FAdam: Adam is a natural gradient optimizer using diagonal empirical Fisher information Dongseong Hwang ODL 37 4 0 21 May 2024
CaFA: Global Weather Forecasting with Factorized Attention on Sphere Zijie Li Anthony Y. Zhou Saurabh Patil A. Farimani 42 6 0 12 May 2024
Decomposing weather forecasting into advection and convection with neural networks Mengxuan Chen Ziqi Yuan Jinxiao Zhang Runmin Dong Haohuan Fu 41 0 0 10 May 2024
On the Foundations of Earth and Climate Foundation Models Xiao Xiang Zhu Zhitong Xiong Yi Wang Adam J. Stewart Konrad Heidler Yuanyuan Wang Zhenghang Yuan Thomas Dujardin Qingsong Xu Yilei Shi AI4Cl AI4CE 28 21 0 07 May 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 32 0 0 05 Apr 2024
Enhanced Precision in Rainfall Forecasting for Mumbai: Utilizing Physics Informed ConvLSTM2D Models for Finer Spatial and Temporal Resolution Ajay Devda Akshay Sunil R. Murthy B. Deepthi 29 1 0 01 Apr 2024
U-Net Kalman Filter (UNetKF): An Example of Machine Learning-assisted Ensemble Data Assimilation Feiyu Lu 16 0 0 19 Mar 2024
Neural SPH: Improved Neural Modeling of Lagrangian Fluid Dynamics Artur P. Toshev Jonas A. Erbesdobler Nikolaus A. Adams Johannes Brandstetter AI4CE 43 4 0 09 Feb 2024
ChaosBench: A Multi-Channel, Physics-Based Benchmark for Subseasonal-to-Seasonal Climate Prediction Juan Nathaniel Yongquan Qu Tung Nguyen Sungduk Yu Julius J. M. Busecke Aditya Grover Pierre Gentine AI4Cl AI4TS 17 11 0 01 Feb 2024
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 19 57 0 06 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 34 24 0 05 Dec 2023
RainAI -- Precipitation Nowcasting from Satellite Data Rafael Pablos-Sarabia Joachim Nyborg Morten Birk Ira Assent 28 0 0 30 Nov 2023
Learning Robust Precipitation Forecaster by Temporal Frame Interpolation Lu Han Xu-Yang Chen Han-Jia Ye De-Chuan Zhan 34 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 17 0 0 30 Nov 2023
Leveraging AI for Natural Disaster Management : Takeaways From The Moroccan Earthquake Morocco Solidarity Hackathon 6 3 0 15 Nov 2023
Self-Supervised Pre-Training for Precipitation Post-Processor Sojung An Junha Lee Jiyeon Jang Inchae Na Wooyeon Park Sujeong You AI4Cl 26 1 0 31 Oct 2023
MaxEnt Loss: Constrained Maximum Entropy for Calibration under Out-of-Distribution Shift Dexter Neo Stefan Winkler Tsuhan Chen OODD 22 3 0 26 Oct 2023
PostRainBench: A comprehensive benchmark and a new model for precipitation forecasting Yujin Tang Jiaming Zhou Xiang Pan Zeying Gong Junwei Liang AI4Cl 11 3 0 04 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 30 18 0 19 Sep 2023
CFDBench: A Large-Scale Benchmark for Machine Learning Methods in Fluid Dynamics Yining Luo Yingfa Chen Zhen Zhang AI4CE 23 8 0 13 Sep 2023
AtmoRep: A stochastic model of atmosphere dynamics using large scale representation learning C. Lessig Ilaria Luise Bing Gong M. Langguth S. Stadtler Martin G. Schultz 15 29 0 25 Aug 2023
Precipitation nowcasting with generative diffusion models Andrea Asperti Fabio Merizzi Alberto Paparella G. Pedrazzi M. Angelinelli Stefano Colamonaco DiffM 27 18 0 13 Aug 2023
PDE-Refiner: Achieving Accurate Long Rollouts with Neural PDE Solvers Phillip Lippe Bastiaan S. Veeling P. Perdikaris Richard E. Turner Johannes Brandstetter DiffM AI4CE 33 77 0 10 Aug 2023
Rapid Flood Inundation Forecast Using Fourier Neural Operator Alexander Y. Sun Zhi Li Won-Bo Lee Qixing Huang B. Scanlon Clint Dawson AI4CE 27 12 0 29 Jul 2023
Global Precipitation Nowcasting of Integrated Multi-satellitE Retrievals for GPM: A U-Net Convolutional LSTM Architecture Reyhaneh Rahimi Praveen Ravirathinam A. Ebtehaj A. Behrangi J. Tan Vipin Kumar AI4Cl 26 4 0 20 Jul 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 35 56 0 19 Jul 2023
ClimateLearn: Benchmarking Machine Learning for Weather and Climate Modeling Tung Nguyen Jason Jewik Hritik Bansal Prakhar Sharma Aditya Grover AI4Cl AI4CE 36 29 0 04 Jul 2023
Deep Learning for Day Forecasts from Sparse Observations Marcin Andrychowicz L. Espeholt Di Li Samier Merchant Alexander Merose Fred Zyda Shreya Agrawal Nal Kalchbrenner AI4Cl 31 63 0 06 Jun 2023
SwinRDM: Integrate SwinRNN with Diffusion Model towards High-Resolution and High-Quality Weather Forecasting Lei Chen Fei Du Yuan Hu Fanhai Wang Zhibin Wang DiffM 18 45 0 05 Jun 2023
Improving day-ahead Solar Irradiance Time Series Forecasting by Leveraging Spatio-Temporal Context Oussama Boussif Ghait Boukachab D. Assouline Stefano Massaroli T. Yuan L. Benabbou Yoshua Bengio 17 13 0 01 Jun 2023
Photo-zSNthesis: Converting Type Ia Supernova Lightcurves to Redshift Estimates via Deep Learning H. Qu M. Sako 15 5 0 19 May 2023
TempEE: Temporal-Spatial Parallel Transformer for Radar Echo Extrapolation Beyond Auto-Regression Shengchao Chen Ting Shu Huani Zhao Guo Zhong Xunlai Chen 29 17 0 27 Apr 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