Weather Forecasting

Weather Forecasting is the prediction of future weather conditions such as precipitation, temperature, pressure and wind.

Source: MetNet: A Neural Weather Model for Precipitation Forecasting

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 351–375 of 420 papers

Title	Date	Tasks	Status	Hype
RainBench: Towards Global Precipitation Forecasting from Satellite Imagery	Dec 17, 2020	Precipitation ForecastingWeather Forecasting	—Unverified	0
Improving solar wind forecasting using Data Assimilation	Dec 11, 2020	Weather Forecasting	CodeCode Available	0
SEVIR : A Storm Event Imagery Dataset for Deep Learning Applications in Radar and Satellite Meteorology	Dec 1, 2020	DescriptiveWeather Forecasting	CodeCode Available	1
Comparison between ARIMA and Deep Learning Models for Temperature Forecasting	Nov 9, 2020	Deep LearningWeather Forecasting	—Unverified	0
Deep coastal sea elements forecasting using U-Net based models	Nov 6, 2020	Weather Forecasting	CodeCode Available	1
Deep multi-stations weather forecasting: explainable recurrent convolutional neural networks	Sep 23, 2020	Deep AttentionDeep Learning	CodeCode Available	1
Analyzing Koopman approaches to physics-informed machine learning for long-term sea-surface temperature forecasting	Sep 15, 2020	BIG-bench Machine LearningPhysics-informed machine learning	CodeCode Available	1
Deep Switching Auto-Regressive Factorization:Application to Time Series Forecasting	Sep 10, 2020	Time SeriesTime Series Analysis	CodeCode Available	1
Modeling the Impact of 5G Leakage on Weather Prediction	Aug 31, 2020	PredictionWeather Forecasting	—Unverified	0
Smart Weather Forecasting Using Machine Learning:A Case Study in Tennessee	Aug 25, 2020	Weather Forecasting	—Unverified	0
CloudCast: A Satellite-Based Dataset and Baseline for Forecasting Clouds	Jul 15, 2020	Optical Flow EstimationVideo Prediction	CodeCode Available	0
SmaAt-UNet: Precipitation Nowcasting using a Small Attention-UNet Architecture	Jul 8, 2020	PredictionWeather Forecasting	CodeCode Available	1
Statistical post-processing of wind speed forecasts using convolutional neural networks	Jul 8, 2020	Density Estimationquantile regression	—Unverified	0
Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting	Jul 6, 2020	Graph GenerationGraph Neural Network	CodeCode Available	1
Multiscale Simulations of Complex Systems by Learning their Effective Dynamics	Jun 24, 2020	Drug DesignWeather Forecasting	CodeCode Available	1
Machine Learning in Heliophysics and Space Weather Forecasting: A White Paper of Findings and Recommendations	Jun 22, 2020	BIG-bench Machine LearningWeather Forecasting	—Unverified	0
Climbing down Charney's ladder: Machine Learning and the post-Dennard era of computational climate science	May 24, 2020	BIG-bench Machine LearningWeather Forecasting	—Unverified	0
Stochastic Super-Resolution for Downscaling Time-Evolving Atmospheric Fields with a Generative Adversarial Network	May 20, 2020	Generative Adversarial NetworkSuper-Resolution	CodeCode Available	1
Automating Turbulence Modeling by Multi-Agent Reinforcement Learning	May 18, 2020	Multi-agent Reinforcement Learningreinforcement-learning	—Unverified	0
Deep Learning for Post-Processing Ensemble Weather Forecasts	May 18, 2020	Deep LearningPrediction	CodeCode Available	1
Fitting Laplacian Regularized Stratified Gaussian Models	May 4, 2020	Weather Forecasting	CodeCode Available	1
An Open-source Tool for Hyperspectral Image Augmentation in Tensorflow	Mar 30, 2020	Data AugmentationDeep Learning	CodeCode Available	1
MetNet: A Neural Weather Model for Precipitation Forecasting	Mar 24, 2020	modelPrecipitation Forecasting	CodeCode Available	1
Improving data-driven global weather prediction using deep convolutional neural networks on a cubed sphere	Mar 15, 2020	Weather Forecasting	CodeCode Available	1
Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video Prediction	Mar 3, 2020	DisentanglementPrediction	CodeCode Available	1

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All datasets SEVIR Shifts

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	PhyDNet	MSE	4.82	—	Unverified
2	E3D-LSTM	MSE	4.17	—	Unverified
3	UNet	MSE	4.11	—	Unverified
4	Rainformer	MSE	4.03	—	Unverified
5	PredRNN	MSE	3.9	—	Unverified
6	ConvLSTM	MSE	3.75	—	Unverified
7	Earthformer	MSE	3.7	—	Unverified
8	IAM4VP	MSE	2.94	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CatBoost with RMSEWithUncertainty	R-AUC MSE	1.34	—	Unverified
2	SNN Ens U MT Np SpecFE	R-AUC MSE	1.14	—	Unverified