A Graph Neural Network for Global Daily Fire Radiative Power Prediction at Medium-Range Lead Times

Name: A Graph Neural Network for Global Daily Fire Radiative Power Prediction at Medium-Range Lead Times
Uploaded: 2026-10-15T05:27:30.099784+00:00
Duration: 263 s
Description: A Graph Neural Network called FRP-GraphCast-Lite predicts global daily fire radiative power up to seven days ahead using spatiotemporal graph techniques. This model significantly outperforms simple persistence methods, reducing prediction errors by over a third at one day and 40% at seven days, providing a better tool for fire monitoring.

A Graph Neural Network called FRP-GraphCast-Lite predicts global daily fire radiative power up to seven days ahead using spatiotemporal graph techniques. This model significantly outperforms simple persistence methods, reducing prediction errors by over a third at one day and 40% at seven days, providing a better tool for fire monitoring.

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