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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 371–380 of 420 papers

Title	Date	Tasks	Status	Hype
Comparison between ARIMA and Deep Learning Models for Temperature Forecasting	Nov 9, 2020	Deep LearningWeather Forecasting	—Unverified	0
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
Statistical post-processing of wind speed forecasts using convolutional neural networks	Jul 8, 2020	Density Estimationquantile regression	—Unverified	0
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
Automating Turbulence Modeling by Multi-Agent Reinforcement Learning	May 18, 2020	Multi-agent Reinforcement Learningreinforcement-learning	—Unverified	0
Ensemble methods for neural network-based weather forecasts	Feb 13, 2020	PredictionWeather Forecasting	CodeCode Available	0
Combining Machine Learning with Knowledge-Based Modeling for Scalable Forecasting and Subgrid-Scale Closure of Large, Complex, Spatiotemporal Systems	Feb 10, 2020	BIG-bench Machine LearningTime Series	—Unverified	0

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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