ERA5

ERA5 is a multi-decadal reanalysis dataset that contains atmospheric, oceanic, and land surface data used to evaluate deep learning models for short-term precipitation prediction.

Papers using ERA5 (18)

Adaptive Spatio-Temporal Graphs with Self-Supervised Pretraining for Multi-Horizon Weather Forecasting2025Deep Learning for Short-Term Precipitation Prediction in Four Major Indian Cities: A ConvLSTM Approach with Explainable AI2025Resolution-Aware Retrieval Augmented Zero-Shot Forecasting2025Synergistic Neural Forecasting of Air Pollution with Stochastic Sampling2025Non-collective Calibrating Strategy for Time Series Forecasting2025Towards Accurate Forecasting of Renewable Energy : Building Datasets and Benchmarking Machine Learning Models for Solar and Wind Power in France2025VA-MoE: Variables-Adaptive Mixture of Experts for Incremental Weather Forecasting2024Forecasting Global Weather with Graph Neural Networks2022 · 127 citesPangu-Weather: A 3D High-Resolution Model for Fast and Accurate Global Weather Forecast2022 · 125 citesA Deep Learning Method for Real-time Bias Correction of Wind Field Forecasts in the Western North Pacific2022 · 32 citesSea Ice Forecasting using Attention-based Ensemble LSTM2021 · 19 citesMT-IceNet -- A Spatial and Multi-Temporal Deep Learning Model for Arctic Sea Ice Forecasting2023 · 13 citesRainBench: Towards Global Precipitation Forecasting from Satellite Imagery2020 · 6 citesRegional data-driven weather modeling with a global stretched-grid2024 · 5 citesPhysics-based vs. data-driven 24-hour probabilistic forecasts of precipitation for northern tropical Africa2024 · 4 citesGenerating Fine-Grained Causality in Climate Time Series Data for Forecasting and Anomaly Detection2024 · 2 citesDUNE: A Machine Learning Deep UNet++ based Ensemble Approach to Monthly, Seasonal and Annual Climate Forecasting2024 · 1 citesPredicting Landfall's Location and Time of a Tropical Cyclone Using Reanalysis Data2021