Accelerating flood warnings by 10 hours: the power of river network topology in AI-enhanced flood forecasting

Abstract The increasing frequency and intensity of floods, exacerbated by climate change, necessitates the development of accurate and timely flood forecasting models. Although AI-based approaches have demonstrated promise, the effectiveness of graph neural networks (GNNs) in modeling the intricate...

Full description

Saved in:
Bibliographic Details
Main Authors: Hongjun Wang, Jiyuan Chen, Yinqiang Zheng, Xuan Song
Format: Article
Language:English
Published: Nature Portfolio 2025-06-01
Series:npj Natural Hazards
Online Access:https://doi.org/10.1038/s44304-025-00083-6
Tags: Add Tag
No Tags, Be the first to tag this record!