When Does Advection-Aware Graph Nowcasting Help? A Controlled Study of Distributed Solar Ramp Forecasting with a Self-Supervised Cloud-Motion Estimator

arXiv:2609.30286 · cs.LG, cs.AI · Submitted 2026-09-08 · Read on arXiv

cs.LG, cs.AI

Submitted: 2026-09-08

Updated: 2026-09-08

Code: https://github.com/appsofa-com/gnn-solar-energy

Terminology

• Angular Error — 6× in this paper · explained in 1 episode
• Embeddings — 2× in this paper · explained in 2 episodes
• In International Joint Conference on Artificial Intelligence — 2× in this paper
• Ablation — 1× in this paper · explained in 1 episode
• Decoupling — 1× in this paper · explained in 2 episodes
• GNNs — 1× in this paper · explained in 2 episodes
• Generative Model — 1× in this paper · explained in 2 episodes
• Generative Models — 1× in this paper · explained in 2 episodes
• Graph Construction — 1× in this paper · explained in 3 episodes
• Graph Neural Network (GNN) — 1× in this paper · explained in 2 episodes
• Optical Flow — 1× in this paper · explained in 2 episodes
• Transformer — 1× in this paper · explained in 2 episodes
• Transformer Models — 1× in this paper · explained in 2 episodes

Sources

• MetNet: A Neural Weather Model for Precipitation Forecasting

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