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 376–400 of 420 papers

Title	Date	Tasks	Status	Hype
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
WeatherBench: A benchmark dataset for data-driven weather forecasting	Feb 2, 2020	Weather Forecasting	CodeCode Available	1
Model Extraction Attacks against Recurrent Neural Networks	Feb 1, 2020	modelModel extraction	—Unverified	0
Real-time Linear Operator Construction and State Estimation with the Kalman Filter	Jan 30, 2020	State EstimationWeather Forecasting	CodeCode Available	0
Make Thunderbolts Less Frightening -- Predicting Extreme Weather Using Deep Learning	Dec 3, 2019	Binary ClassificationDeep Learning	—Unverified	0
Seeing the Wind: Visual Wind Speed Prediction with a Coupled Convolutional and Recurrent Neural Network	Dec 1, 2019	Weather Forecasting	—Unverified	0
STConvS2S: Spatiotemporal Convolutional Sequence to Sequence Network for Weather Forecasting	Nov 30, 2019	Weather Forecasting	CodeCode Available	0
Predicting Weather Uncertainty with Deep Convnets	Nov 2, 2019	Uncertainty QuantificationWeather Forecasting	—Unverified	0
NGBoost: Natural Gradient Boosting for Probabilistic Prediction	Oct 8, 2019	Predictionregression	CodeCode Available	2
Overview of Fault Tolerant Techniques in Underwater Sensor Networks	Oct 2, 2019	Weather Forecasting	—Unverified	0
MASS-UMAP: Fast and accurate analog ensemble search in weather radar archive	Oct 1, 2019	Dimensionality ReductionRetrieval	—Unverified	0
Deep recurrent Gaussian process with variational Sparse Spectrum approximation	Sep 27, 2019	Autonomous DrivingWeather Forecasting	CodeCode Available	0
Verified Uncertainty Calibration	Sep 23, 2019	Weather Forecasting	CodeCode Available	0
Statistical and machine learning ensemble modelling to forecast sea surface temperature	Sep 18, 2019	Automated Feature EngineeringBIG-bench Machine Learning	—Unverified	0
Neural Dynamics on Complex Networks	Aug 18, 2019	Weather Forecasting	CodeCode Available	0
Classi-Fly: Inferring Aircraft Categories from Open Data using Machine Learning	Jul 30, 2019	BIG-bench Machine LearningStock Market Prediction	—Unverified	0
Seeing the Wind: Visual Wind Speed Prediction with a Coupled Convolutional and Recurrent Neural Network	May 30, 2019	Weather Forecasting	CodeCode Available	0
Identification of synoptic weather types over Taiwan area with multiple classifiers	May 21, 2019	BIG-bench Machine LearningWeather Forecasting	—Unverified	0
Eidetic 3D LSTM: A Model for Video Prediction and Beyond	May 1, 2019	Activity RecognitionVideo Prediction	CodeCode Available	0
Early warning in egg production curves from commercial hens: A SVM approach	Apr 8, 2019	Handwritten Text RecognitionManagement	—Unverified	0
A mixture of experts model for predicting persistent weather patterns	Mar 24, 2019	Mixture-of-ExpertsWeather Forecasting	—Unverified	0
Differentiable Physics-informed Graph Networks	Feb 8, 2019	Inductive LearningWeather Forecasting	CodeCode Available	0
Virtual-to-Real-World Transfer Learning for Robots on Wilderness Trails	Jan 17, 2019	Autonomous NavigationDeep Learning	—Unverified	0
Deep Uncertainty Quantification: A Machine Learning Approach for Weather Forecasting	Dec 22, 2018	BIG-bench Machine LearningUncertainty Quantification	CodeCode Available	0

Show:10 25 50

← PrevPage 16 of 17Next →

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