Generalizing Weather Forecast to Fine-grained Temporal Scales via Physics-AI Hybrid Modeling

22 May 2024

Wanli Ouyang

Papers citing "Generalizing Weather Forecast to Fine-grained Temporal Scales via Physics-AI Hybrid Modeling"

38 / 38 papers shown

Title
RainPro-8: An Efficient Deep Learning Model to Estimate Rainfall Probabilities Over 8 Hours Rafael Pablos-Sarabia Joachim Nyborg Morten Birk Jeppe Liborius Sjørup Anders Lillevang Vesterholt Ira Assent BDL AI4Cl 83 0 0 15 May 2025
FuXi-RTM: A Physics-Guided Prediction Framework with Radiative Transfer Modeling Qiusheng Huang Xiaohui Zhong Xu Fan Lei Chen Hao Li AI4TS AI4CE 71 0 0 25 Mar 2025
PostCast: Generalizable Postprocessing for Precipitation Nowcasting via Unsupervised Blurriness Modeling Junchao Gong Siwei Tu Weidong Yang Ben Fei Kun Chen Wenlong Zhang Xiaokang Yang Wanli Ouyang Lei Bai DiffM 49 2 0 08 Oct 2024
PredBench: Benchmarking Spatio-Temporal Prediction across Diverse Disciplines Zidong Wang Zeyu Lu Di Huang Tong He Xihui Liu Wanli Ouyang Lei Bai 67 5 0 11 Jul 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 47 14 0 06 May 2024
ClimODE: Climate and Weather Forecasting with Physics-informed Neural ODEs Yogesh Verma Markus Heinonen Vikas Garg AI4CE 44 31 0 15 Apr 2024
Scaling physics-informed hard constraints with mixture-of-experts N. Chalapathi Yiheng Du Aditi Krishnapriyan AI4CE 60 15 0 20 Feb 2024
CasCast: Skillful High-resolution Precipitation Nowcasting via Cascaded Modelling Junchao Gong Lei Bai Peng Ye Wanghan Xu Na Liu Jianhua Dai Xiaokang Yang Wanli Ouyang AI4Cl 78 11 0 06 Feb 2024
ExtremeCast: Boosting Extreme Value Prediction for Global Weather Forecast Wanghan Xu Kang Chen Tao Han Hao Chen Wanli Ouyang Lei Bai AI4Cl 54 10 0 02 Feb 2024
FengWu-GHR: Learning the Kilometer-scale Medium-range Global Weather Forecasting Tao Han Song Guo Fenghua Ling Kang Chen Junchao Gong Jing-Jia Luo Junxia Gu Kan Dai Wanli Ouyang Lei Bai AI4Cl 36 16 0 28 Jan 2024
DeepPhysiNet: Bridging Deep Learning and Atmospheric Physics for Accurate and Continuous Weather Modeling Wenyuan Li Zili Liu Keyan Chen Hao Chen Shunlin Liang Zhengxia Zou Z. Shi AI4CE 46 11 0 04 Jan 2024
Towards an end-to-end artificial intelligence driven global weather forecasting system Kun Chen Lei Bai Fenghua Ling Peng Ye Tao Chen ... Hao Chen Yi Xiao Kang Chen Tao Han Wanli Ouyang AI4Cl 55 17 0 18 Dec 2023
FengWu-4DVar: Coupling the Data-driven Weather Forecasting Model with 4D Variational Assimilation Yi Xiao Lei Bai Wei Xue Kang Chen Tao Han Wanli Ouyang AI4Cl 61 25 0 16 Dec 2023
Scaling transformer neural networks for skillful and reliable medium-range weather forecasting Tung Nguyen Rohan Shah Hritik Bansal T. Arcomano Sandeep Madireddy R. Maulik V. Kotamarthi Ian Foster Aditya Grover AI4TS 37 60 0 06 Dec 2023
FuXi: A cascade machine learning forecasting system for 15-day global weather forecast Lei Chen Xiaohui Zhong Feng-jun Zhang Yuan Cheng Yinghui Xu Yuan Qi Hao Li AI4Cl 56 217 0 22 Jun 2023
Deep Learning for Day Forecasts from Sparse Observations Marcin Andrychowicz L. Espeholt Di Li Samier Merchant Alexander Merose Fred Zyda Shreya Agrawal Nal Kalchbrenner AI4Cl 67 65 0 06 Jun 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 158 182 0 06 Apr 2023
A Unified Pyramid Recurrent Network for Video Frame Interpolation Xin Jin Longhai Wu Jie Chen Youxin Chen Jayoon Koo Cheul-hee Hahm 46 37 0 07 Nov 2022
FourCastNet: Accelerating Global High-Resolution Weather Forecasting using Adaptive Fourier Neural Operators Thorsten Kurth Shashank Subramanian P. Harrington Jaideep Pathak Morteza Mardani D. Hall Andrea Miele K. Kashinath Anima Anandkumar AI4Cl 66 180 0 08 Aug 2022
Earthformer: Exploring Space-Time Transformers for Earth System Forecasting Zhihan Gao Xingjian Shi Hao Wang Yi Zhu Yuyang Wang Mu Li Dit-Yan Yeung AI4TS 76 156 0 12 Jul 2022
SimVP: Simpler yet Better Video Prediction Zhangyang Gao Cheng Tan Lirong Wu Stan Z. Li 78 217 0 09 Jun 2022
Forecasting Global Weather with Graph Neural Networks R. Keisler AI4Cl 84 169 0 15 Feb 2022
Adaptive Fourier Neural Operators: Efficient Token Mixers for Transformers John Guibas Morteza Mardani Zong-Yi Li Andrew Tao Anima Anandkumar Bryan Catanzaro 55 237 0 24 Nov 2021
Physics-Informed Neural Operator for Learning Partial Differential Equations Zong-Yi Li Hongkai Zheng Nikola B. Kovachki David Jin Haoxuan Chen Burigede Liu Kamyar Azizzadenesheli Anima Anandkumar AI4CE 91 406 0 06 Nov 2021
Physics-informed neural networks (PINNs) for fluid mechanics: A review Shengze Cai Zhiping Mao Zhicheng Wang Minglang Yin George Karniadakis PINN AI4CE 59 1,174 0 20 May 2021
Combining distribution-based neural networks to predict weather forecast probabilities M. Clare Omar Jamil C. Morcrette UQCV 46 41 0 26 Mar 2021
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows Ze Liu Yutong Lin Yue Cao Han Hu Yixuan Wei Zheng Zhang Stephen Lin B. Guo ViT 402 21,347 0 25 Mar 2021
Physics-Informed Neural Network Method for Solving One-Dimensional Advection Equation Using PyTorch S. Vadyala S. N. Betgeri PINN 45 26 0 15 Mar 2021
FLAVR: Flow-Agnostic Video Representations for Fast Frame Interpolation Tarun Kalluri Deepak Pathak Manmohan Chandraker Du Tran VGen 63 147 0 15 Dec 2020
Permute, Quantize, and Fine-tune: Efficient Compression of Neural Networks Julieta Martinez Jashan Shewakramani Ting Liu Ioan Andrei Bârsan Wenyuan Zeng R. Urtasun MQ 56 30 0 29 Oct 2020
Denoising Diffusion Implicit Models Jiaming Song Chenlin Meng Stefano Ermon VLM DiffM 208 7,294 0 06 Oct 2020
WeatherBench: A benchmark dataset for data-driven weather forecasting S. Rasp P. Dueben S. Scher Jonathan A. Weyn Soukayna Mouatadid Nils Thuerey AI4Cl AI4TS 71 446 0 02 Feb 2020
Graph Neural Networks: A Review of Methods and Applications Jie Zhou Ganqu Cui Shengding Hu Zhengyan Zhang Cheng Yang Zhiyuan Liu Lifeng Wang Changcheng Li Maosong Sun AI4CE GNN 880 5,493 0 20 Dec 2018
A Survey Of Methods For Explaining Black Box Models Riccardo Guidotti A. Monreale Salvatore Ruggieri Franco Turini D. Pedreschi F. Giannotti XAI 120 3,938 0 06 Feb 2018
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 628 130,942 0 12 Jun 2017
Convergence Analysis of Two-layer Neural Networks with ReLU Activation Yuanzhi Li Yang Yuan MLT 132 650 0 28 May 2017
Comparative Study of CNN and RNN for Natural Language Processing Wenpeng Yin Katharina Kann Mo Yu Hinrich Schütze 64 986 0 07 Feb 2017
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 1.9K 193,426 0 10 Dec 2015