Neural networks for post-processing ensemble weather forecasts

23 May 2018

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

14 / 14 papers shown

Title
Physically Constrained Generative Adversarial Networks for Improving Precipitation Fields from Earth System Models P. Hess Markus Drüke S. Petri Felix M. Strnad Niklas Boers 79 62 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 109 1 0 11 Dec 2024
MVG-CRPS: A Robust Loss Function for Multivariate Probabilistic Forecasting Vincent Zhihao Zheng Lijun Sun AI4TS 52 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 58 2 0 22 Jul 2024
Deep learning to represent sub-grid processes in climate models S. Rasp Michael S. Pritchard Pierre Gentine AI4Cl AI4CE 43 727 0 12 Jun 2018
Forest-based methods and ensemble model output statistics for rainfall ensemble forecasting Maxime Taillardat Anne-Laure Fougères Philippe Naveau Olivier Mestre Cnrm 35 56 0 29 Nov 2017
Evaluating probabilistic forecasts with scoringRules Alexander I. Jordan Fabian Kruger Sebastian Lerch AI4TS 105 231 0 14 Sep 2017
Deep Learning for Computational Chemistry Garrett B. Goh Nathan Oken Hodas Abhinav Vishnu AI4CE 54 676 0 17 Jan 2017
Generalized Random Forests Susan Athey J. Tibshirani Stefan Wager 132 1,348 0 05 Oct 2016
TensorFlow: A system for large-scale machine learning Martín Abadi P. Barham Jianmin Chen Zhiwen Chen Andy Davis ... Vijay Vasudevan Pete Warden Martin Wicke Yuan Yu Xiaoqiang Zhang GNN AI4CE 340 18,300 0 27 May 2016
Application of Deep Convolutional Neural Networks for Detecting Extreme Weather in Climate Datasets Yunjie Liu Evan Racah P. Prabhat Joaquin Correa A. Khosrowshahi D. Lavers K. Kunkel M. Wehner W. Collins AI4Cl 52 352 0 04 May 2016
Entity Embeddings of Categorical Variables Cheng Guo Felix Berkhahn 72 401 0 22 Apr 2016
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 882 149,474 0 22 Dec 2014
Deep Learning in Neural Networks: An Overview Jürgen Schmidhuber HAI 176 16,311 0 30 Apr 2014