SwinVRNN: A Data-Driven Ensemble Forecasting Model via Learned Distribution Perturbation

26 May 2022

Lei Chen

Hao Li

Papers citing "SwinVRNN: A Data-Driven Ensemble Forecasting Model via Learned Distribution Perturbation"

24 / 24 papers shown

Title
IceDiff: High Resolution and High-Quality Sea Ice Forecasting with Generative Diffusion Prior Jingyi Xu Siwei Tu Weidong Yang Shuhao Li Keyi Liu Yeqi Luo Lipeng Ma Ben Fei Lei Bai DiffM AI4Cl 34 1 0 10 Oct 2024
Mitigating Time Discretization Challenges with WeatherODE: A Sandwich Physics-Driven Neural ODE for Weather Forecasting Peiyuan Liu Tian Zhou Liang Sun Rong Jin AI4CE 32 0 0 09 Oct 2024
Continuous Ensemble Weather Forecasting with Diffusion models Martin Andrae Tomas Landelius Joel Oskarsson Fredrik Lindsten AI4Cl 35 2 0 07 Oct 2024
DUNE: A Machine Learning Deep UNet++ based Ensemble Approach to Monthly, Seasonal and Annual Climate Forecasting Pratik Shukla Milton Halem AI4Cl AI4CE 24 0 0 12 Aug 2024
Huge Ensembles Part II: Properties of a Huge Ensemble of Hindcasts Generated with Spherical Fourier Neural Operators Ankur Mahesh William D. Collins Boris Bonev Noah D. Brenowitz Y. Cohen ... Michael S. Pritchard David Pruitt Mark Risser Shashank Subramanian Jared Willard 82 4 0 02 Aug 2024
Efficiently improving key weather variables forecasting by performing the guided iterative prediction in latent space Shuangliang Li Siwei Li 40 0 0 27 Jul 2024
FuXi-ENS: A machine learning model for medium-range ensemble weather forecasting Xiaohui Zhong Lei Chen Hao Li Jun Liu Xu Fan ... Kan Dai Jing-Jia Luo Jie Wu Yuan Qi Bo Lu AI4Cl 28 11 0 09 May 2024
EWMoE: An effective model for global weather forecasting with mixture-of-experts Lihao Gan Xin Man Chenghong Zhang Jie Shao 35 1 0 09 May 2024
CRA5: Extreme Compression of ERA5 for Portable Global Climate and Weather Research via an Efficient Variational Transformer Tao Han Zhenghao Chen Song Guo Wanghan Xu Lei Bai 26 13 0 06 May 2024
KARINA: An Efficient Deep Learning Model for Global Weather Forecast Minjong Cheon Yo-Hwan Choi Seon-Yu Kang Yumi Choi Jeong-Gil Lee Daehyun Kang 32 3 0 13 Mar 2024
HEAL-ViT: Vision Transformers on a spherical mesh for medium-range weather forecasting Vivek Ramavajjala 30 2 0 14 Feb 2024
Improving Global Weather and Ocean Wave Forecast with Large Artificial Intelligence Models Fenghua Ling Ouyang Lin Boufeniza Redouane Larbi Jing-Jia Luo Tao Han Xiaohui Zhong Lei Bai AI4Cl AI4CE 17 2 0 30 Jan 2024
TPTNet: A Data-Driven Temperature Prediction Model Based on Turbulent Potential Temperature Jun Park Changhoon Lee 31 1 0 22 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
Advancing Parsimonious Deep Learning Weather Prediction using the HEALPix Mesh Matthias Karlbauer Nathaniel Cresswell-Clay Dale Durran Raul A Moreno Thorsten Kurth Boris Bonev Noah D. Brenowitz Martin Volker Butz MDE 25 20 0 11 Sep 2023
The Compatibility between the Pangu Weather Forecasting Model and Meteorological Operational Data Wencong Cheng Yangtian Yan Jiangjiang Xia Qi Liu Chang Qu Zhigang Wang 26 5 0 07 Aug 2023
FuXi: A cascade machine learning forecasting system for 15-day global weather forecast Lei Chen Xiaohui Zhong Feng-jun Zhang Yuan-Chia Cheng Yinghui Xu Yuan Qi Hao Li AI4Cl 28 203 0 22 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
DYffusion: A Dynamics-informed Diffusion Model for Spatiotemporal Forecasting Salva Rühling Cachay Bo Zhao Hailey James Rose Yu DiffM AI4TS 26 57 0 03 Jun 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
FengWu: Pushing the Skillful Global Medium-range Weather Forecast beyond 10 Days Lead Kan Chen Tao Han Junchao Gong Lei Bai Fenghua Ling ... Rui Su Yuanzheng Ci Bin Li Xiaokang Yang Wanli Ouyang AI4Cl AI4CE 20 173 0 06 Apr 2023
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 28 157 0 03 Nov 2022
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Xingjian Shi Zhourong Chen Hao Wang Dit-Yan Yeung W. Wong W. Woo 230 7,904 0 13 Jun 2015
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 285 9,136 0 06 Jun 2015