Deep Learning for Precipitation Nowcasting: A Benchmark and A New Model

12 June 2017

Leonard Lausen

Papers citing "Deep Learning for Precipitation Nowcasting: A Benchmark and A New Model"

25 / 25 papers shown

Title
PIMRL: Physics-Informed Multi-Scale Recurrent Learning for Spatiotemporal Prediction Han Wan Qi Wang Hao Sun Hao Sun AI4CE 42 0 0 13 Mar 2025
MAUCell: An Adaptive Multi-Attention Framework for Video Frame Prediction Shreyam Gupta P. Agrawal Priyam Gupta 57 0 0 28 Jan 2025
Extreme Precipitation Nowcasting using Multi-Task Latent Diffusion Models Li Chaorong Ling Xudong Yang Qiang Qin Fengqing Huang Yuanyuan 25 0 0 18 Oct 2024
Translation-based Video-to-Video Synthesis Pratim Saha Chengcui Zhang DiffM 18 1 0 03 Apr 2024
SRNDiff: Short-term Rainfall Nowcasting with Condition Diffusion Model Xudong Ling Chaorong Li Fengqing Qin Peng Yang Yuanyuan Huang DiffM AI4Cl 28 5 0 21 Feb 2024
DiffCast: A Unified Framework via Residual Diffusion for Precipitation Nowcasting Demin Yu Xutao Li Yunming Ye Baoquan Zhang Chuyao Luo Kuai Dai Rui Wang Xunlai Chen 12 19 0 11 Dec 2023
Conformal Contextual Robust Optimization Yash P. Patel Sahana Rayan Ambuj Tewari 19 15 0 16 Oct 2023
Physics-aware Machine Learning Revolutionizes Scientific Paradigm for Machine Learning and Process-based Hydrology Qingsong Xu Yilei Shi Jonathan Bamber Ye Tuo Ralf Ludwig Xiao Xiang Zhu AI4CE 10 9 0 08 Oct 2023
Global Precipitation Nowcasting of Integrated Multi-satellitE Retrievals for GPM: A U-Net Convolutional LSTM Architecture Reyhaneh Rahimi Praveen Ravirathinam A. Ebtehaj A. Behrangi J. Tan Vipin Kumar AI4Cl 11 4 0 20 Jul 2023
PreDiff: Precipitation Nowcasting with Latent Diffusion Models Zhihan Gao Xingjian Shi Boran Han Hongya Wang Xiaoyong Jin Danielle C. Maddix Yi Zhu Mu Li Bernie Wang BDL DiffM 10 53 0 19 Jul 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 23 4 0 06 Apr 2023
An Efficient Two-stage Gradient Boosting Framework for Short-term Traffic State Estimation Yichao Lu 14 1 0 21 Feb 2023
Mixed moving average field guided learning for spatio-temporal data I. Curato O. Furat Lorenzo Proietti Bennet Stroeh AI4TS 13 2 0 02 Jan 2023
PCT-CycleGAN: Paired Complementary Temporal Cycle-Consistent Adversarial Networks for Radar-Based Precipitation Nowcasting Jaeho Choi Yura Kim Kwang-Ho Kim Sung-Hwa Jung Ikhyun Cho 14 2 0 28 Nov 2022
Simulation of Atlantic Hurricane Tracks and Features: A Deep Learning Approach Rikhi Bose A. Pintar E. Simiu 8 2 0 12 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 13 144 0 12 Jul 2022
Temporal Attention Unit: Towards Efficient Spatiotemporal Predictive Learning Cheng Tan Zhangyang Gao Lirong Wu Yongjie Xu Jun-Xiong Xia Siyuan Li Stan Z. Li 19 102 0 24 Jun 2022
SwinVRNN: A Data-Driven Ensemble Forecasting Model via Learned Distribution Perturbation Yuan Hu Lei Chen Zhibin Wang Hao Li OOD 9 45 0 26 May 2022
MMINR: Multi-frame-to-Multi-frame Inference with Noise Resistance for Precipitation Nowcasting with Radar Feng Sun Cong Bai 11 1 0 05 May 2022
MSPred: Video Prediction at Multiple Spatio-Temporal Scales with Hierarchical Recurrent Networks Angel Villar-Corrales Ani J. Karapetyan Andreas Boltres Sven Behnke 11 11 0 17 Mar 2022
Effective Training Strategies for Deep-learning-based Precipitation Nowcasting and Estimation Jihoon Ko Kyuhan Lee Hyun-Sun Hwang Seok-Geun Oh S. Son Kijung Shin AI4Cl 28 38 0 17 Feb 2022
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 14 14 0 29 Sep 2021
Routing algorithms as tools for integrating social distancing with emergency evacuation Yi-Lin Tsai Chetanya Rastogi P. Kitanidis C. Field 15 9 0 05 Mar 2021
Sub-Seasonal Climate Forecasting via Machine Learning: Challenges, Analysis, and Advances Sijie He Xinyan Li T. DelSole Pradeep Ravikumar A. Banerjee AI4Cl 6 41 0 14 Jun 2020
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Xingjian Shi Zhourong Chen Hao Wang Dit-Yan Yeung W. Wong W. Woo 188 7,816 0 13 Jun 2015