Application of Deep Convolutional Neural Networks for Detecting Extreme Weather in Climate Datasets

4 May 2016

Papers citing "Application of Deep Convolutional Neural Networks for Detecting Extreme Weather in Climate Datasets"

28 / 28 papers shown

Title
Using Explainable AI and Transfer Learning to understand and predict the maintenance of Atlantic blocking with limited observational data Huan Zhang J. Finkel D. Abbot Edwin P. Gerber Jonathan Weare 29 2 0 12 Apr 2024
Simulation of Atlantic Hurricane Tracks and Features: A Deep Learning Approach Rikhi Bose A. Pintar E. Simiu 39 2 0 12 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
Integrating Random Effects in Deep Neural Networks Giora Simchoni Saharon Rosset BDL AI4CE 37 21 0 07 Jun 2022
Recognition of polar lows in Sentinel-1 SAR images with deep learning J. Grahn F. Bianchi 38 3 0 30 Mar 2022
Climate Change & Computer Audition: A Call to Action and Overview on Audio Intelligence to Help Save the Planet Björn W. Schuller Ali Akman Yi-Fen Chang H. Coppock Alexander Gebhard Alexander Kathan Esther Rituerto-González Andreas Triantafyllopoulos Florian B. Pokorny 38 1 0 10 Mar 2022
Climate Modeling with Neural Diffusion Equations JeeHyun Hwang Jeongwhan Choi Hwan-Kyu Choi Kookjin Lee Dongeun Lee Noseong Park DiffM 31 22 0 11 Nov 2021
Identifying the atmospheric drivers of drought and heat using a smoothed deep learning approach M. Mittermeier M. Weigert David Rügamer 28 0 0 09 Nov 2021
Learning and Dynamical Models for Sub-seasonal Climate Forecasting: Comparison and Collaboration Sijie He Xinyan Li L. Trenary B. Cash T. DelSole Arindam Banerjee AI4TS 30 14 0 29 Sep 2021
Loosely Conditioned Emulation of Global Climate Models With Generative Adversarial Networks Alexis Ayala Christopher Drazic Brian Hutchinson Ben Kravitz Claudia Tebaldi GAN AI4Cl AI4CE 35 6 0 29 Apr 2021
Routing algorithms as tools for integrating social distancing with emergency evacuation Yi-Lin Tsai Chetanya Rastogi P. Kitanidis C. Field 28 10 0 05 Mar 2021
Data-driven geophysical forecasting: Simple, low-cost, and accurate baselines with kernel methods B. Hamzi R. Maulik H. Owhadi AI4TS 17 28 0 13 Feb 2021
A Survey on Mathematical Aspects of Machine Learning in GeoPhysics: The Cases of Weather Forecast, Wind Energy, Wave Energy, Oil and Gas Exploration Miroslav Kosanic V. Milutinovic AI4CE 18 3 0 05 Feb 2021
A Novel Framework for Spatio-Temporal Prediction of Environmental Data Using Deep Learning Federico Amato Fabian Guignard Sylvain Robert M. Kanevski AI4Cl AI4CE 26 3 0 23 Jul 2020
Deploying Scientific AI Networks at Petaflop Scale on Secure Large Scale HPC Production Systems with Containers D. Brayford S. Vallecorsa 14 8 0 20 May 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 29 257 0 15 Mar 2020
Distributed Deep Learning for Precipitation Nowcasting S. Samsi Christopher J. Mattioli Mark S. Veillette 35 23 0 28 Aug 2019
Deep Learning for Spatio-Temporal Data Mining: A Survey Senzhang Wang Jiannong Cao Philip S. Yu AI4TS 28 551 0 11 Jun 2019
Tackling Climate Change with Machine Learning David Rolnick P. Donti L. Kaack K. Kochanski Alexandre Lacoste ... Demis Hassabis John C. Platt F. Creutzig J. Chayes Yoshua Bengio AI4Cl AI4CE 35 786 0 10 Jun 2019
Combining crowd-sourcing and deep learning to explore the meso-scale organization of shallow convection S. Rasp H. Schulz S. Bony B. Stevens 24 54 0 05 Jun 2019
Exascale Deep Learning for Climate Analytics Thorsten Kurth Sean Treichler Josh Romero M. Mudigonda Nathan Luehr ... Michael A. Matheson J. Deslippe M. Fatica P. Prabhat Michael Houston BDL 17 260 0 03 Oct 2018
Improving Subseasonal Forecasting in the Western U.S. with Machine Learning Jessica Hwang Paulo Orenstein J. Cohen K. Pfeiffer Lester W. Mackey AI4Cl 10 72 0 19 Sep 2018
Neural networks for post-processing ensemble weather forecasts S. Rasp Sebastian Lerch 23 343 0 23 May 2018
A trans-disciplinary review of deep learning research for water resources scientists Chaopeng Shen AI4CE 33 682 0 06 Dec 2017
What does fault tolerant Deep Learning need from MPI? Vinay C. Amatya Abhinav Vishnu Charles Siegel J. Daily 28 19 0 11 Sep 2017
ExtremeWeather: A large-scale climate dataset for semi-supervised detection, localization, and understanding of extreme weather events Evan Racah Christopher Beckham Tegan Maharaj Samira Ebrahimi Kahou P. Prabhat C. Pal 21 18 0 07 Dec 2016
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Xingjian Shi Zhourong Chen Hao Wang Dit-Yan Yeung W. Wong W. Woo 239 7,916 0 13 Jun 2015