Machine Learning for Precipitation Nowcasting from Radar Images

11 December 2019

Papers citing "Machine Learning for Precipitation Nowcasting from Radar Images"

50 / 61 papers shown

Title
Enhanced Route Planning with Calibrated Uncertainty Set Lingxuan Tang Rui Luo Zhixin Zhou Nicolo Colombo 42 1 0 13 Mar 2025
Extreme Precipitation Nowcasting using Multi-Task Latent Diffusion Models Li Chaorong Ling Xudong Yang Qiang Qin Fengqing Huang Yuanyuan 29 0 0 18 Oct 2024
Data-driven rainfall prediction at a regional scale: a case study with Ghana Indrajit Kalita Lucia Vilallonga Yves Atchade AI4Cl 32 1 0 17 Oct 2024
Personalized Federated Learning for improving radar based precipitation nowcasting on heterogeneous areas Judith Sáinz-Pardo Díaz María Castrillo Juraj Bartok Ignacio Heredia Cachá Irina Malkin Ondík Ivan Martynovskyi Khadijeh Alibabaei Lisana Berberi Valentin Kozlov Álvaro López García 34 1 0 11 Aug 2024
GPTCast: a weather language model for precipitation nowcasting Gabriele Franch Elena Tomasi Rishabh Wanjari V. Poli Chiara Cardinali P. Alberoni M. Cristoforetti 27 1 0 02 Jul 2024
Generative Diffusion-based Downscaling for Climate Robbie A. Watt Laura A. Mansfield DiffM 33 3 0 27 Apr 2024
Interpretable Machine Learning for Weather and Climate Prediction: A Survey Ruyi Yang Jingyu Hu Zihao Li Jianli Mu Tingzhao Yu Jiangjiang Xia Xuhong Li Aritra Dasgupta Haoyi Xiong AI4CE 23 4 0 24 Mar 2024
GD-CAF: Graph Dual-stream Convolutional Attention Fusion for Precipitation Nowcasting Lorand Vatamany S. Mehrkanoon AI4TS 26 4 0 15 Jan 2024
RainAI -- Precipitation Nowcasting from Satellite Data Rafael Pablos-Sarabia Joachim Nyborg Morten Birk Ira Assent 28 0 0 30 Nov 2023
Conformal Contextual Robust Optimization Yash P. Patel Sahana Rayan Ambuj Tewari 34 15 0 16 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
Rethinking Evaluation Metric for Probability Estimation Models Using Esports Data Euihyeon Choi Jooyoung Kim Wonkyung Lee 13 0 0 12 Sep 2023
Precipitation nowcasting with generative diffusion models Andrea Asperti Fabio Merizzi Alberto Paparella G. Pedrazzi M. Angelinelli Stefano Colamonaco DiffM 25 18 0 13 Aug 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 21 4 0 20 Jul 2023
Scaling Spherical CNNs Carlos Esteves Jean-Jacques E. Slotine A. Makadia GNN LRM 19 13 0 08 Jun 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
Latent diffusion models for generative precipitation nowcasting with accurate uncertainty quantification J. Leinonen U. Hamann D. Nerini U. Germann Gabriele Franch DiffM 18 54 0 25 Apr 2023
DiffESM: Conditional Emulation of Earth System Models with Diffusion Models Seth Bassetti Brian Hutchinson Claudia Tebaldi Ben Kravitz DiffM 23 11 0 23 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
Finding the right XAI method -- A Guide for the Evaluation and Ranking of Explainable AI Methods in Climate Science P. Bommer M. Kretschmer Anna Hedström Dilyara Bareeva Marina M.-C. Höhne 38 38 0 01 Mar 2023
WF-UNet: Weather Fusion UNet for Precipitation Nowcasting Christos Kaparakis S. Mehrkanoon 19 4 0 08 Feb 2023
Solving the Weather4cast Challenge via Visual Transformers for 3D Images Yury Belousov Sergey Polezhaev Brian Pulfer 11 3 0 05 Dec 2022
Spatial Mixture-of-Experts Nikoli Dryden Torsten Hoefler MoE 24 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 28 156 0 03 Nov 2022
Deep-Learning-Based Precipitation Nowcasting with Ground Weather Station Data and Radar Data Jihoon Ko Kyuhan Lee Hyunjin Hwang Kijung Shin 31 3 0 20 Oct 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
Precipitaion Nowcasting using Deep Neural Network M. Bakkay M. Serrurier Valentin Kivachuk Burdá Florian Dupuy Naty Citlali Cabrera-Gutiérrez ... Maud-Alix Mader O. Mestre G. Oller J. Jouhaud L. Terray AI4Cl 8 3 0 24 Mar 2022
Neural network processing of holographic images John S. Schreck Gabrielle Gantos M. Hayman A. Bansemer D. Gagne 36 7 0 16 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 38 39 0 17 Feb 2022
Forecasting Global Weather with Graph Neural Networks R. Keisler AI4Cl 30 165 0 15 Feb 2022
AA-TransUNet: Attention Augmented TransUNet For Nowcasting Tasks Yimin Yang S. Mehrkanoon ViT AI4TS 34 41 0 10 Feb 2022
Machine learning for Earth System Science (ESS): A survey, status and future directions for South Asia Manmeet Singh B. Kumar R. Chattopadhyay K. Amarjyothi Anup K. Sutar Sukanta Roy Suryachandra A. Rao R. Nanjundiah AI4Cl 15 1 0 24 Dec 2021
PTCT: Patches with 3D-Temporal Convolutional Transformer Network for Precipitation Nowcasting Ziao Yang Xiangru Yang Qifeng Lin ViT AI4TS 21 4 0 02 Dec 2021
Deep Probability Estimation Sheng Liu Aakash Kaku Weicheng Zhu M. Leibovich S. Mohan ... Haoxiang Huang L. Zanna N. Razavian Jonathan Niles-Weed C. Fernandez‐Granda UQCV OOD 28 14 0 21 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 17 47 0 14 Nov 2021
PlumeCityNet: Multi-Resolution Air Quality Forecasting Thibaut Cassard Grégoire Jauvion Antoine Alléon B. Quennehen David Lissmyr MoE 29 0 0 06 Oct 2021
Short-term precipitation prediction using deep learning Guoxing Chen Wei‐Chyung Wang AI4Cl 25 30 0 05 Oct 2021
Multi Scale Graph Wavenet for Wind Speed Forecasting Neetesh Rathore Pradeep Rathore Arghya Basak S. Nistala Venkataramana Runkana AI4TS 85 18 0 30 Sep 2021
Post-processing Multi-Model Medium-Term Precipitation Forecasts Using Convolutional Neural Networks Bob de Ruiter AI4Cl 6 3 0 14 May 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 12 721 0 02 Apr 2021
Statistical Post-Processing for Gridded Temperature Prediction Using Encoder-Decoder-Based Deep Convolutional Neural Networks Atsushi Kudo 34 6 0 02 Mar 2021
Broad-UNet: Multi-scale feature learning for nowcasting tasks Jesús García Fernández S. Mehrkanoon 11 66 0 12 Feb 2021
Numerical Weather Forecasting using Convolutional-LSTM with Attention and Context Matcher Mechanisms Selim Furkan Tekin Arda Fazla Suleyman Serdar Kozat AI4TS 11 9 0 01 Feb 2021
Fusion of rain radar images and wind forecasts in a deep learning model applied to rain nowcasting V. Bouget Dominique Béréziat J. Brajard A. Charantonis Arthur Filoche AI4Cl 32 37 0 09 Dec 2020
Deep Learning Models for Predicting Wildfires from Historical Remote-Sensing Data F. Huot R. Hu M. Ihme Qing Wang J. Burge Tianjian Lu Jason Hickey Yi-Fan Chen John R. Anderson 12 21 0 15 Oct 2020
Cloud Cover Nowcasting with Deep Learning Léa Berthomier Bruno Pradel Lior Perez 6 24 0 24 Sep 2020
TRU-NET: A Deep Learning Approach to High Resolution Prediction of Rainfall Rilwan A. Adewoyin P. Dueben P. Watson Yulan He Ritabrata Dutta AI4CE 6 68 0 20 Aug 2020
Compute, Time and Energy Characterization of Encoder-Decoder Networks with Automatic Mixed Precision Training S. Samsi Michael Jones Mark S. Veillette AI4CE 15 4 0 18 Aug 2020
SmaAt-UNet: Precipitation Nowcasting using a Small Attention-UNet Architecture Kevin Trebing Tomasz Stanczyk S. Mehrkanoon 34 324 0 08 Jul 2020