Neural networks for post-processing ensemble weather forecasts

23 May 2018

Papers citing "Neural networks for post-processing ensemble weather forecasts"

36 / 36 papers shown

Title
An Axiomatic Assessment of Entropy- and Variance-based Uncertainty Quantification in Regression Christopher Bülte Yusuf Sale Timo Löhr Paul Hofman Gitta Kutyniok Eyke Hüllermeier UD 65 0 0 25 Apr 2025
Conditioning Diffusions Using Malliavin Calculus Jakiw Pidstrigach Elizabeth Baker Carles Domingo-Enrich George Deligiannidis Nikolas Nüsken DiffM 38 0 0 04 Apr 2025
Physically Constrained Generative Adversarial Networks for Improving Precipitation Fields from Earth System Models P. Hess Markus Drüke S. Petri Felix M. Strnad Niklas Boers 38 60 0 03 Jan 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 75 1 0 11 Dec 2024
MVG-CRPS: A Robust Loss Function for Multivariate Probabilistic Forecasting Vincent Zhihao Zheng Lijun Sun AI4TS 40 1 0 11 Oct 2024
Improving probabilistic forecasts of extreme wind speeds by training statistical post-processing models with weighted scoring rules Jakob Benjamin Wessel Christopher A. T. Ferro Gavin R. Evans F. Kwasniok 46 1 0 22 Jul 2024
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 38 29 0 05 Dec 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 43 107 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 43 5 0 06 Apr 2023
Ensemble weather forecast post-processing with a flexible probabilistic neural network approach P. Mlakar J. Merse Jana Faganeli Pucer 19 4 0 29 Mar 2023
Spatial Mixture-of-Experts Nikoli Dryden Torsten Hoefler MoE 34 9 0 24 Nov 2022
DL-Corrector-Remapper: A grid-free bias-correction deep learning methodology for data-driven high-resolution global weather forecasting Tao Ge Jaideep Pathak Akshay Subramaniam K. Kashinath AI4Cl 24 5 0 21 Oct 2022
A two-step machine learning approach to statistical post-processing of weather forecasts for power generation Ágnes Baran Sándor Baran 11 6 0 15 Jul 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
Distributional regression and its evaluation with the CRPS: Bounds and convergence of the minimax risk Romain Pic Clément Dombry Philippe Naveau Maxime Taillardat 13 5 0 09 May 2022
Forecast combinations: an over 50-year review Xiaoqian Wang Rob J. Hyndman Feng Li Yanfei Kang AI4TS 35 139 0 09 May 2022
Convolutional autoencoders for spatially-informed ensemble post-processing Sebastian Lerch K. Polsterer 6 8 0 08 Apr 2022
Machine Learning Emulation of Urban Land Surface Processes David Meyer S. Grimmond P. Dueben R. Hogan M. Reeuwijk 17 17 0 21 Dec 2021
Evaluation of Machine Learning Techniques for Forecast Uncertainty Quantification M. Sacco J. J. Ruiz M. Pulido P. Tandeo UQCV 23 10 0 29 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 25 47 0 14 Nov 2021
Climate Modeling with Neural Diffusion Equations JeeHyun Hwang Jeongwhan Choi Hwan-Kyu Choi Kookjin Lee Dongeun Lee Noseong Park DiffM 29 22 0 11 Nov 2021
Short-term precipitation prediction using deep learning Guoxing Chen Wei‐Chyung Wang AI4Cl 27 30 0 05 Oct 2021
Machine Learning for Postprocessing Ensemble Streamflow Forecasts Sanjib Sharma G. Ghimire Ridwan Siddique AI4Cl 13 13 0 15 Jun 2021
Multivariate Probabilistic Regression with Natural Gradient Boosting Michael O’Malley A. Sykulski R. Lumpkin Alejandro Schuler BDL 17 7 0 07 Jun 2021
Calibration of wind speed ensemble forecasts for power generation Sándor Baran Á. Baran 14 11 0 30 Apr 2021
Bridging observation, theory and numerical simulation of the ocean using Machine Learning Maike Sonnewald Redouane Lguensat Daniel C. Jones P. Dueben J. Brajard Venkatramani Balaji AI4Cl AI4CE 46 100 0 26 Apr 2021
Combining distribution-based neural networks to predict weather forecast probabilities M. Clare Omar Jamil C. Morcrette UQCV 22 41 0 26 Mar 2021
Flexible Model Aggregation for Quantile Regression Rasool Fakoor Tae-Soo Kim Jonas W. Mueller Alexander J. Smola R. Tibshirani 22 19 0 26 Feb 2021
Copula-based synthetic data augmentation for machine-learning emulators David Meyer T. Nagler R. Hogan 11 22 0 16 Dec 2020
Improving seasonal forecast using probabilistic deep learning B. Pan G. Anderson André Goncalves Donald D. Lucas C. Bonfils Jiwoo Lee BDL AI4Cl 6 32 0 27 Oct 2020
A generative adversarial network approach to (ensemble) weather prediction Alexander Bihlo AI4Cl 23 77 0 13 Jun 2020
Deep Learning for Post-Processing Ensemble Weather Forecasts Peter Grönquist Chengyuan Yao Tal Ben-Nun Nikoli Dryden P. Dueben Shigang Li Torsten Hoefler 17 165 0 18 May 2020
Improving data-driven global weather prediction using deep convolutional neural networks on a cubed sphere Jonathan A. Weyn Dale Durran R. Caruana AI4Cl 29 256 0 15 Mar 2020
Deep Learning for Spatio-Temporal Data Mining: A Survey Senzhang Wang Jiannong Cao Philip S. Yu AI4TS 26 549 0 11 Jun 2019
Applying machine learning to improve simulations of a chaotic dynamical system using empirical error correction P. Watson AI4Cl AI4CE 24 63 0 24 Apr 2019
Countdown Regression: Sharp and Calibrated Survival Predictions Anand Avati Tony Duan Sharon Zhou Kenneth Jung N. Shah A. Ng 22 54 0 21 Jun 2018